{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "13ac09c0-6012-487e-b105-35c3d5758738",
   "metadata": {
    "metadata": {},
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.8.18\n",
      "2.13.0\n"
     ]
    }
   ],
   "source": [
    "from tensorflow.python.platform import build_info as tf_build_info\n",
    "tf_build_info.build_info\n",
    "\n",
    "from platform import python_version\n",
    "print(python_version())\n",
    "\n",
    "import tensorflow as tf\n",
    "print(tf.__version__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "87b4760a-af77-4cb7-a754-be193e4e50ff",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ[\"TF_CPP_MIN_LOG_LEVEL\"]=\"1\"\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"0\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "cb30e9cc-3c76-4edc-b35f-ad2806cb2de7",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import io\n",
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "from tensorflow import keras\n",
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "import pickle\n",
    "\n",
    "\n",
    "from tqdm import tqdm\n",
    "import random\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e1399362-e29b-4664-8538-779ec7c4fd79",
   "metadata": {
    "metadata": {}
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1000, 256)\n",
      "(1000, 256)\n",
      "max -11.498660430490274 min -27.9995897309317\n"
     ]
    }
   ],
   "source": [
    "#curves\n",
    "\n",
    "XRRcurve2 = np.load(\"curves_N.npy\", allow_pickle =True)\n",
    "print(XRRcurve2.shape)\n",
    "\n",
    "q = np.linspace(0.015, 0.35, 256)\n",
    "\n",
    "curves = XRRcurve2[:,:]*(q**4)\n",
    "curves_log = np.log(curves)\n",
    "\n",
    "print(curves_log.shape)\n",
    "print(\"max\", np.max(curves_log), \"min\", np.min(curves_log))\n",
    "curves_n = (curves_log - np.min(curves_log))/(np.max(curves_log)-np.min(curves_log))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "d4ada88d-06bc-4aee-82d5-baeeceea7974",
   "metadata": {
    "metadata": {}
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(7, 1000)\n",
      "[ 5.2765 13.5512 22.7838  3.7299 13.6411  3.1639  8.3575]\n",
      "max 8.4991 min 4.0044\n",
      "max 14.8061 min 5.5416\n",
      "max 23.4845 min 19.5086\n",
      "max 4.5286 min 0.2\n",
      "max 29.981 min -0.1645\n",
      "max 9.9472 min 0.2\n",
      "max 30.996 min -0.1514\n"
     ]
    }
   ],
   "source": [
    "labels2 = np.load(\"labels_N.npy\", allow_pickle =True)\n",
    "labels = labels2[:,:].transpose() #RM\n",
    "\n",
    "\n",
    "print(labels.shape)\n",
    "print(labels[:,0])\n",
    "\n",
    "labels_norm = np.ones([7,1000])\n",
    "normalization = np.ones([7,2])\n",
    "\n",
    "for i in range(7):\n",
    "    print(\"max\", max(labels[i,:]), \"min\", min(labels[i,:]))\n",
    "    normalization[i,:] = max(labels[i,:]), min(labels[i,:]) \n",
    "    labels_norm[i,:] = (labels[i,:] - min(labels[i,:]))/(max(labels[i,:])-min(labels[i,:]))\n",
    "labels_n = labels_norm.transpose()\n",
    "labels_n = np.array(labels_n)\n",
    "\n",
    "#np.save('normalizationSLD7.4S', normalization)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "465d6744-7a07-4419-89fa-724d16cc5c25",
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.models import Sequential, Model\n",
    "from tensorflow.keras.layers import Dense, BatchNormalization, Dropout, Conv1D, Input, Activation, Concatenate, Flatten, MaxPooling1D, GlobalAveragePooling1D\n",
    "from tensorflow.keras.optimizers import SGD\n",
    "from tensorflow.keras import layers, models\n",
    "from tensorflow.keras.regularizers import l2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "82ce3eed-1304-4e0b-aa57-0e750f2065f3",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "curves_c = np.reshape(curves_n, (1000, 256,1))\n",
    "\n",
    "curves_c = np.array(curves_c)\n",
    "labels_n = np.array(labels_n)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "33bb4d44-3c14-4098-b7fb-93647f5ccce9",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(None, 21504) (None, 16510)\n"
     ]
    }
   ],
   "source": [
    "def dense_block(x, growth_rate, num_layers, dropout_rate):\n",
    "    for _ in range(num_layers):\n",
    "        bn = layers.BatchNormalization()(x)\n",
    "        relu = layers.Activation('gelu')(bn)\n",
    "        conv = layers.Conv1D(growth_rate, kernel_size=5, padding='same', kernel_initializer='he_normal')(relu)\n",
    "        if dropout_rate > 0:\n",
    "            conv = layers.Dropout(dropout_rate)(conv)\n",
    "        x = layers.Concatenate()([x, conv])\n",
    "    return x\n",
    "\n",
    "def transition_layer(x, compression_factor):\n",
    "    num_channels = int(x.shape[-1] * compression_factor)\n",
    "    bn = layers.BatchNormalization()(x)\n",
    "    relu = layers.Activation('gelu')(bn)\n",
    "    conv = layers.Conv1D(num_channels, kernel_size=1, padding='same', kernel_initializer='he_normal')(relu)\n",
    "    pool = layers.MaxPooling1D(pool_size=3, strides=2)(conv)\n",
    "    return pool\n",
    "\n",
    "def dens_funnel(x,drop):\n",
    "    x1 = layers.Dense(64, activation='gelu', kernel_initializer='he_normal')(x)\n",
    "    x1 = layers.BatchNormalization()(x1)\n",
    "    x1 = layers.Dropout(drop)(x1)\n",
    "    x1 = layers.Dense(256, activation='gelu', kernel_initializer='he_normal')(x1)\n",
    "    x1 = layers.BatchNormalization()(x1)\n",
    "    x1 = layers.Dropout(drop)(x1)\n",
    "    x1 = layers.Dense(128, activation='gelu', kernel_initializer='he_normal')(x1)\n",
    "    x1 = layers.BatchNormalization()(x1)\n",
    "    x1 = layers.Dropout(drop)(x1)\n",
    "    return x1\n",
    "\n",
    "def DenseNet_1D(input_shape, num_layers, growth_rate, compression_factor):\n",
    "    inputs = Input(shape=input_shape)\n",
    "    x = layers.Conv1D(3 * growth_rate, kernel_size=5, padding='same', kernel_initializer='he_normal')(inputs)\n",
    "    x = layers.BatchNormalization()(x)\n",
    "    x = layers.Activation('gelu')(x)\n",
    "    \n",
    "    # Dense blocks\n",
    "    x = dense_block(x, growth_rate, num_layers[0], dropout_rate=0.1)\n",
    "    #x_all_features1 = layers.GlobalMaxPooling1D()(x)\n",
    "    x_all_features1 = layers.Flatten()(x)\n",
    "    x = transition_layer(x, compression_factor)\n",
    "    \n",
    "    x = dense_block(x, growth_rate, num_layers[1], dropout_rate=0.1)\n",
    "    x_all_features2 = layers.Flatten()(x)\n",
    "    x = transition_layer(x, compression_factor)\n",
    "\n",
    "    x = dense_block(x, growth_rate, num_layers[2], dropout_rate=0.1)\n",
    "    x_all_features3 = layers.Flatten()(x)\n",
    "    x = transition_layer(x, compression_factor)\n",
    "\n",
    "    x = dense_block(x, growth_rate, num_layers[3], dropout_rate=0.1)\n",
    "    x_all_features4 = layers.Flatten()(x)\n",
    "    x = transition_layer(x, compression_factor)\n",
    "    \n",
    "    x = dense_block(x, growth_rate, num_layers[4], dropout_rate=0.1)\n",
    "    \n",
    "    # Global pooling\n",
    "    x_all_features = Flatten()(x)\n",
    "\n",
    "    print(x_all_features1.shape, x_all_features2.shape)\n",
    "    \n",
    "    # Angle branch of the neural network\n",
    "    x1 = layers.Dense(64, activation='gelu', kernel_initializer='he_normal')(x_all_features)\n",
    "    x1 = layers.BatchNormalization()(x1)\n",
    "    x1 = layers.Dropout(0.1)(x1)\n",
    "    x1 = layers.Dense(256, activation='gelu', kernel_initializer='he_normal')(x1)\n",
    "    x1 = layers.BatchNormalization()(x1)\n",
    "    x1 = layers.Dropout(0)(x1)\n",
    "    \n",
    "    # Another branch with reduced features\n",
    "    dx1 = dens_funnel(x_all_features1, 0)\n",
    "\n",
    "    # Another branch with reduced features\n",
    "    dx2 = dens_funnel(x_all_features2, 0.2)\n",
    "\n",
    "    # Another branch with reduced features\n",
    "    dx3 = dens_funnel(x_all_features3, 0.2)\n",
    "\n",
    "    # Another branch with reduced features\n",
    "    dx4 = dens_funnel(x_all_features4, 0.2)\n",
    "\n",
    "    # Concatenate both branches\n",
    "    dxx = layers.Concatenate()([dx1,dx2])\n",
    "    dxx = layers.Dense(256, activation='gelu', kernel_initializer='he_normal')(dxx)\n",
    "\n",
    "    dyy = layers.Concatenate()([dx3,dx4])\n",
    "    dyy = layers.Dense(256, activation='gelu', kernel_initializer='he_normal')(dyy)\n",
    "\n",
    "    dx = layers.Concatenate()([dxx,dyy])\n",
    "    dx = layers.Dense(512, activation='gelu', kernel_initializer='he_normal')(dx)\n",
    "    dx = layers.Dense(256, activation='gelu', kernel_initializer='he_normal')(dx)\n",
    "\n",
    "    x = layers.Concatenate()([x1, dx])\n",
    "    x = layers.Dense(512, activation='gelu', kernel_initializer='he_normal')(x)\n",
    "    x = layers.Dropout(0.3)(x)\n",
    "\n",
    "    # Further dense layers\n",
    "    x = layers.Dense(256, activation='gelu', kernel_initializer='he_normal')(x)\n",
    "    x = layers.Dropout(0.3)(x)\n",
    "    x = layers.Dense(128, activation='gelu', kernel_initializer='he_normal')(x)\n",
    "    x = layers.Dense(64, activation='gelu', kernel_initializer='he_normal')(x)\n",
    "    x = layers.Dense(32, activation='gelu', kernel_initializer='he_normal')(x)\n",
    "    x = layers.Dense(16, activation='gelu', kernel_initializer='he_normal')(x)\n",
    "    \n",
    "    # Final output layer\n",
    "    outputs = layers.Dense(7, activation='sigmoid')(x)\n",
    "    \n",
    "    model = Model(inputs, outputs)\n",
    "    return model\n",
    "\n",
    "input_shape = (256, 1)\n",
    "num_layers = [4, 6, 10, 6, 4]  # Dense block configuration\n",
    "growth_rate = 12\n",
    "compression_factor = 0.7\n",
    "\n",
    "model = DenseNet_1D(input_shape, num_layers, growth_rate, compression_factor)\n",
    "#model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "ce84ae3a-40b6-4c9d-880b-f5514403bcbb",
   "metadata": {
    "metadata": {}
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/5\n",
      "15/15 [==============================] - ETA: 0s - loss: 0.0855 - mean_absolute_error: 0.2441INFO:tensorflow:Assets written to: DensNet_N\\assets\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: DensNet_N\\assets\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "15/15 [==============================] - 82s 3s/step - loss: 0.0855 - mean_absolute_error: 0.2441 - val_loss: 0.0768 - val_mean_absolute_error: 0.2369\n",
      "Epoch 2/5\n",
      "15/15 [==============================] - ETA: 0s - loss: 0.0639 - mean_absolute_error: 0.2075INFO:tensorflow:Assets written to: DensNet_N\\assets\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: DensNet_N\\assets\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "15/15 [==============================] - 54s 4s/step - loss: 0.0639 - mean_absolute_error: 0.2075 - val_loss: 0.0752 - val_mean_absolute_error: 0.2331\n",
      "Epoch 3/5\n",
      "15/15 [==============================] - 24s 2s/step - loss: 0.0578 - mean_absolute_error: 0.1944 - val_loss: 0.0779 - val_mean_absolute_error: 0.2283\n",
      "Epoch 4/5\n",
      "15/15 [==============================] - 24s 2s/step - loss: 0.0529 - mean_absolute_error: 0.1817 - val_loss: 0.1000 - val_mean_absolute_error: 0.2497\n",
      "Epoch 5/5\n",
      "15/15 [==============================] - 23s 2s/step - loss: 0.0491 - mean_absolute_error: 0.1736 - val_loss: 0.1162 - val_mean_absolute_error: 0.2704\n"
     ]
    }
   ],
   "source": [
    "model.compile(optimizer='adam',\n",
    "              loss='mean_squared_error',#mean_absolute_error\n",
    "              metrics=['mean_absolute_error'])\n",
    "\n",
    "model_checkpoint_callback = keras.callbacks.ModelCheckpoint(\n",
    "    filepath='DensNet_N',\n",
    "    monitor='val_loss',\n",
    "    mode='min',\n",
    "    save_best_only=True)\n",
    "\n",
    "history = model.fit(curves_c[:900,:,:],\n",
    "                    labels_n[:900,:],\n",
    "                    epochs=5,\n",
    "                    batch_size=64,\n",
    "                    verbose=1,\n",
    "                    validation_data = (curves_c[-100:,:,:], labels_n[-100:,:]),\n",
    "                    callbacks=[model_checkpoint_callback]\n",
    "                   )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "b9c4161d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 4s 247ms/step\n",
      "(200, 7)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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0tfxSyBN2ByNTglSqiZOIDENr/5NqYrbhXTB8cNAlsP/5oP5GRadkpMRkmjXIVKdRip1Le0uQGpuijKoOsbEljuW6JZU4icgw47qw9D5YdBFYMagen+odMnk/ryMbtpSMlJD+Zg16q9Moxc6lPRMkA5uVm9tpiiZpjiWZMCJSMomTiAwzsWZ4/EepjqoAO34VvrkAKkd7GtZwp7moEjHQg+I6lnACpq9zCWdUZQjLcTw7ZK57ghS3bFZviQJQU5E6v2H1lihxy/b0EEARGYbWvAZ3HJhKRAwTZl4Fx/5BiUgJ0MxIiRjMckv3JZyk5bKxLe5pTUb3Gpf2uI0PGF8XoSLop742zKpNUVqiFlVhv1q+i0jhuS786y548hKwE1AzCY66B7aZ7nVk8iklIyVisMstqQ90H2vb2kuimLUjQYpbNkG/D8d1aY0naWyKYRoQ8BmMqgypeFVECiu6Bf7vh/Dmn1LXOx0CR/4KKkZ6Gpak0/x4iehtuSXXWYOtZ1dMLNvBcpy8xGg7LnHLznr5p2Nb8vjaCD7DYM3mKC4waWQFPtNgY1vcs6UkERkGVi+F27+YSkR8AZh1LXz390pESpBmRkrIYNumF7KYdTBbciNBk3G1YRKWQ0XIJOQ3sRxHxasiUhiuC/+4DZ66ApwkjNgGjroPJk31OjLJQMlIiRlMZ9NCtYPPRy+TkN8kEjRJWA6mzyiJXT8iMgS1b4I/nQ3vPJG63vVwOOJWiIzwNCzpm5KRIaYQh9Llo5dJsc7NEZFhbOW/Uk3MmlaCGYSDr4Fpp4Ghv2dKnZKRISjf58bka/lHp/eKSEE4Diy5BRb/FBwL6raDo++DCVO8jkyypGRE+qVZDREpWW0b4dEz4b0nU9ef+xYc/gsI13gbl+REyYhkJR+zGjqXRkTy6uMX4aFToOUTMENwyHUw9WQty5QhJSOSlcGetFuqB/qJSBlyHHjhZnj2WnBtGLVjallm3O5eRyYDpGRE+pWPGY1SPNBPRMpQ63p45HT44JnU9R7HwGE3Q6jK27hkUAa0r3L+/PlMnjyZcDjM9OnTeemll/p8/Lx589h5552JRCI0NDRw3nnnEYvFBhSwFNdAz8zpqXsRrOU4OpdGRHL34d9gwf6pRMQfSW3Z/ebtSkSGgJxnRh544AFmz57NggULmD59OvPmzWPWrFm88847jB07dqvH/+53v+Oiiy7innvuYd999+Xdd9/lpJNOwjAMbr755rz8EFI42c5o9LeMoyJYERkwx4bnb4C//hxcB0bvDN/5NYzd1evIJE8M13Vz+ifu9OnT2Weffbj11lsBcByHhoYGzjnnHC666KKtHn/22Wfz1ltvsXjx4s6x888/n3/+85+88MILWb1mc3MztbW1NDU1UVOjCulish2XVZvTz7sJmL60Wo9clnESlkPcsgn5TYJ+zYqISD9aGuHhU+HD51PXU/4fHHo9BCu9jUuyku3nd06fBolEgqVLlzJz5syuJ/D5mDlzJkuWLOn1nn333ZelS5d2LuUsX76chQsXcuihh2Z8nXg8TnNzc9qXeKO/M3NyWcaJJmzWNEVZ1xxjTVOUaMIu9o8jIuXkg2dhwX6pRCRQkVqSOXK+EpEhKKdlmg0bNmDbNvX19Wnj9fX1vP32273ec+yxx7Jhwwb2339/XNfFsiy+//3vc8kll2R8nblz53LVVVflEpoUUF/bevtbxulYvjEwtJtGRLJjW/DcXPjbTYALYz+X2i0zZievI5MCKfg8+XPPPce1117Lr371K1555RUefvhhnnjiCa6++uqM91x88cU0NTV1fq1cubLQYUo/TJ9ByG9ulTj0VZgaTdis2tzOqk3trNjUSmssWbAThUVkiGj+BH5zBPztRsCFqSfBaYuViAxxOc2MjB49GtM0aWxsTBtvbGxk3Lhxvd5z+eWXc/zxx3PqqacCsPvuu9PW1sbpp5/OpZdeiq+X3RShUIhQKJRLaMPWYPt/DFamwlQgbSakNWbRHEviN31Uhf06KE9EtvbeU/DIGdC+EYJVqU6qux/ldVRSBDl9EgSDQaZOnZpWjOo4DosXL2bGjBm93tPe3r5VwmGaqeLGHGtnpYfuMw+rNrd7VoPRsYwzaWQFk+oqUrMePZZvqsJ+asMhfIah3TQiks5OwlNXwG+PSiUi43aHM55XIjKM5Ly1d/bs2Zx44onsvffeTJs2jXnz5tHW1sbJJ58MwAknnMDEiROZO3cuAIcffjg333wzn//855k+fTrvv/8+l19+OYcffnhnUiK5y3dH08HOsPQ8nK+3w/UqwybjayO4uDooT0RStqyEP54CK/+Zut7nNDj4ZxAIexuXFFXOycgxxxzD+vXrueKKK1i7di1Tpkxh0aJFnUWtK1asSJsJueyyyzAMg8suu4zVq1czZswYDj/8cK655pr8/RTDUD47mubrzJieCU1vyzfazisind75MzzyfYhtgVANHHELfO5Ir6MSD+TcZ8QL6jOytWz6fxTzeTIlNF7XtIhICbISsPgqWJLqV8WEz8NR98LI7byNS/Iu289vnU1TpvLV0XSgMyzdkwygzyUjnT0jIp02fwQPfQ9WL01df+EHMPNK8GvTwnCmZKSM9dX/I1u91Xb0t8ul5yxIbSSgQ/BEpH9vPgZ/OhviTRCuhSNvg10O8zoqKQFKRsrcYGcecp1h6a1wdktbAsMwckpoRGQYseLwl8vgpTtS15P2gaPugRHbeBuXlAwlI2WkUPUXucywZFrWGV0VZks0oW27IpJu4wfw0Mmw5rXU9b4/hK9cAWbA27ikpCgZKRP52vGSSbYzLJmWdarCfqrCfhWrikiX/zwMj/0QEi0QGQnfXAA7zfI6KilBSkbKQL57igxGf8s6qhEREZJRePISePme1PU2M+Dbd0PtRG/jkpKlZKQM5LOnSD7ko3BWRIaoDe/BgydB439S1/vPhoMuBVMfN5KZfjtKQH+1IAPZ8TLQ18qWtuyKyFb+/Qf4vx9Bsg0qRsO3bocdZ3odlZQBJSMey6YWJF89RQpVd6LGZiLDXKId/nwBvPo/qevJB8C37oSa8d7GJWVDyYiHcqkFGezSSKHqTgpdWCsiJW7d26llmfVvAQYceAEceCFo5lRyoGTEQ7nWggxmaSSfdScdMyEGRskU1oqIB179LSz8MSTboXIsfPsu2P5Ar6OSMqRkxEP5rAUp1mt1nwlxcYknHUZUBkuisFZEiiTemkpCXvt96nr7L6WWZarGehqWlC8lIx7KVy1IsV6r51JPa8yiOZbE/2mfEXVeFRkGGt9ILctseBcMH3zpEjhgtpZlZFCUjHhsoLUgAykaHWzdSc+lnqqwH9sGn2Go86rIUOe68Mqv4c8XghWD6vGpZZnJ+3sdmQwBSkZKQK61IIMpGh1M3UlvSz2VYZPxtRFcXO2mERmq4i2pLbv/eSh1veNM+ObtUDna07Bk6FAyUma87Maaaakn6NeyjMiQtea11LLMpuVgmPCVy2Hfc0HLsZJHSkbKTL67sea63KPuqyLDhOvCv+5KtXW3E1AzKXXS7jbTvY5MhiAlI2UmnztwBrLcowZnIsNArAkeOwfe/FPqeqdD4MhfQcVIb+OSIUvJSJnJ1w6cXJd7bMelJZZkS1sC23XV4ExkqFr9SmpZZsvH4PPDzKtgxllg6B8fUjhKRspQPpZKclnuiSZs1jRF+WRzOw4wcUSEpO2owZnIUOK68M8F8JfLwUlC7TZw9L0waW+vI5NhQMlImeq+K6a/pZPevp/tck/HDEosaWOaBoYLW6JJxlSHSFqOGpyJDAXRzfCns+Htx1PXu3wdvnErROq8jUuGDSUjZa6/uo9M3+9Y7lnTFKW5PUkoYPa63NMxg1IV9hNL2rQnbeJJm5ZYkqpQQA3ORMrdyn/BQ9+DphVgBuHgn8G007UsI0WlT5Iy1r3uIxw0O5dObMfN6vuQ+gUwDCPjL0LHDErCcqitCOA6LrbjUhnwq8GZSDlzHPj7L+Her6USkbrJcMpfYPoZSkSk6DQzUsb6q/vo6/u2Y7B6Sxu2A9URf8YC1u4Fs5btMLGuglGVIarCfiUiIuWqfRM88n1478nU9ee+CYf/AsK13sYlw5aSkTLWX91Hpu8nLZc1Te2s2hylMuQn7DeJBM2MBazqLSIyhHy8BP54CjSvBjMEX5sLe39PsyHiKSUjZay/bb69fX9UZYiNbXEc16UybNISTQJQFfIT9BsY9P4XUrZt5NWHRKREOQ78/b/hmWvAtWHUjnD0fTBud68jE1EyUi4yfcj3N2vR/fsGBnErVYBaFfYTDphAlM2tceJJi5GVIdY0RQfcP2QwZ+aISAG1rodHTocPnkld7/4d+PrNEKr2Ni6RTykZKQP9fcj3N2th+gwSFqxriRK3bDa2xUnYDnWVQaqCAWJBm1FVYWorAhlrRzqSIQOj10Px+mqiBmi2RMQrH/4N/ngqtK4FfwQOvR4+f7yWZaSkKBkpcfk4GK/7c1SG/CSSDi2xJEHTR8D0MboyQm2FP2Pzs47XbI0laY4lqQoGiYQMxtVUUBVO/QplKpZtiSVpiiY1WyJSbI4Nz98If70OXAdG75xalqn/rNeRiWxFyUiJ6+1Dvi1m0Z6wqAhmt6Ol53PUVQUJBnyMr43g9/lYtbmd1phFVdi/VRFs96ZnbUmLza0J1rtxKgImjU1xdh1fS21FoNdiWZ9hsKUtgeW6BP0+WmMWa5wo246q1AyJSCG1NMLDp8KHz6eupxwHh94AwUpv4xLJQMlIiev5Ib+5LUFLLAkGhPxmVjMNvSUKIb+JgZGaMbFcmmLxT5ubBdKKYDsSmaDfh22DaxgkbYeA38fqze3ELZvtR1dRXxvZqlh2RCTIhtYYhgEbWuLELZtNrS4jK4OMqAgW4+0TGX4+eBYePh3a1kGgAg67GaZ81+uoRPqkZKTEdd8R0xazaIklqQ4FqAxl7g3S13P03FWTtB1qK/2YJpg+GF8bIejvaoHWkci0xS0SSZtNrTFGVAbZ1J7A9PsImj7aklZnHN2LaQE2thms3tyO4Uvt03GALW0JqsMBzY6I5JNtpZZknr8RcGHsZ1PLMmN29joykX4pGSkDHTti2hMWGFAZylzf0d9zdCQKPZduqsJ+YgkbFzftPtNnUB0K8MmWdtoSNnHbIZ508JsGdRUBIiE/1eFA5zk1Ib+ZFsuoyhCrN7fjA0IBkxGRALbr6kwbkXxq/iRVpPrx31PXe50Ih/wcAhFv4xLJkpKRMmH6DCqCfkJ+s8/D7frq85G+6yb7g/Ja4klGVoYYVxthXG2Y5mgCxwHXdakJBUhYTq/3AlSF/TTUVdCWtKgO9/1YERmA955Obdtt3wjBqlQn1d2P8joqkZwoGSkj/TU5y6XPR3/P1aH7QXl+n4+g34ffZ2A5Di1Ri7XNUeprwowd0fs5NabPoL428mltipPxdUQkR3YSnr0GXvjv1PW43eGo+2D0jp6GJTIQSkbKTKYmZwPZApxNm/eexa+tMYu2RKpB2ujqMK0xC7/pS6szGcjriEgOmlalTtpd+c/U9T6nwsHXQCDsbVwiA6RkpAz11uSsv0Pzcnmunt/vPoPiMwxqw6HOmRKzwsjL64hIlt75Mzx6JkQ3Q6gGjvhl6qA7kTKmZGSI6O/QvMHo2VJ+TVO0IK8jIn2wErD4Klhya+p6/BQ4+l4Yub2nYYnkg5KRISLbGpDBPH/HzEYhX0dEerH5Y3joZFi9NHU9/Uz46lXgD3kbl0ieKBkZQopVmxH0+xhTnfpLMLWVN/Pr6BRfkUF66//gT2dBrAnCtfCNX8GuX/c6KpG8UjIyxBS6NiObHTsJyyFu2TgObIkmdC6NyEBYcfjL5fDS7anriXvDUfdA3bbexiVSAEpGZCuZZjOy2bGzqTXBO41NtH96SN6kugrGj4gM6IA/kWFr03J48GRYsyx1PeNs+Moc8OsYBRmalIxImr5mPvrbsZOwnM5EpCJksmZLlDVNUeprIkSCZtbdYkWGtTcegcd+CPFmiNTBkQtg5695HZVIQSkZkU79zXz0t2MnbtnEkg4jKoKp04ErQ2xpT9KesDB9hnbdiPQlGYMnL4GX705dN3wBjrobaid5G5dIESgZGWb6Kijtb+ajvx07Ib9JOOBjS3uCERVBDNelMuTDcVzCAVO7bkQy2fA+PHgSNL6eut5/Nhx0KZj6K1qGB/2mDyP9FZ9m06ukrx07Qb+PnetreaexieZokrqqIDuOqaGmwq/dNCKZ/PtBePxHkGiFitHwrdthx5leRyVSVEpGholsik+z7VXS146dkVVBpoZHEbdsQn6zzzbxIsNaoh3+fAG8+j+p6233h2/fBTXjvY1LxANKRoaJTEswccvurAcxfUZeepUE/X2fVSMy7K1/J7Uss+5NwIADL4AvXqBlGRm29JvvkWI3A+ttCcZxXNY2xXBdN23ZRufIiBTQst/BE+dDsh0qx8K374Ttv+R1VCKeUjLigWwah+VbzyUYv2EQx8Vx3axP+RWRQUi0pZKQ136fut7uQPjWnVBd721cIiVAyUiRZVO7USjdl2Bsx2XNlijhHE/5FZEBaHwjtSyz4V0wfPCli+GA80H/rYkASkaKrr/ts/mSaRmoYwnGdtxBn/Krc2dE+uG68MpvUoWqVgyqx6eKVCfv73VkIiVFyUiRZbN9drCyWQYa7Cm/Xiw1iZSVeAs8fh68/mDqeseZ8M3boXK0t3GJlCAlI0U22CSgP7ksAw1054yXS00iZWHNv1PLMps+AMOEr1wO+54L6kAs0islIx7Ix/bZTHJdBhrIzpliLTWJlB3XTbVzX3QJ2HGomZg6aXebL3gdmUhJUzLikUJtny3GMlAxXkOk7MSaUgfcvflo6nqnr8GRt0HFSE/DEikHA/r0mD9/PpMnTyYcDjN9+nReeumlPh+/ZcsWzjrrLMaPH08oFGKnnXZi4cKFAwpY+taxDBQwfQVZBirWa4iUldWvwO1fTCUiPj8cfA18934lIiJZynlm5IEHHmD27NksWLCA6dOnM2/ePGbNmsU777zD2LFjt3p8IpHgq1/9KmPHjuWhhx5i4sSJfPzxx4wYMSIf8Usv8r0M1NuumUIuNYmUDdeFf94Of7kMnCTUbgNH3wuT9vY6MpGyYriu6+Zyw/Tp09lnn3249dZbAXAch4aGBs455xwuuuiirR6/YMECbrjhBt5++20CgcCAgmxubqa2tpampiZqamoG9BwyMNo1I5JBdDP86Wx4+/HU9S5fh2/cCpE6b+MSKSHZfn7ntEyTSCRYunQpM2d2nSjp8/mYOXMmS5Ys6fWexx57jBkzZnDWWWdRX1/PbrvtxrXXXott27m89LBlOy5xy8Z2csoZ8/baHbtmwkGTpO2wriXmSSwiJWXVy7Dgi6lExBeAr/0cjvlfJSIiA5TTMs2GDRuwbZv6+vT2xfX19bz99tu93rN8+XKeeeYZjjvuOBYuXMj777/PD37wA5LJJHPmzOn1nng8Tjwe77xubm7OJcwhI5qwWdMUJZ60CQVMxtdGijYrYTsu7QmLeNKmMuzXrhkRSC3LLLkVnr4SHAvqJsNR98LEvbyOTKSsFXw3jeM4jB07ljvuuAPTNJk6dSqrV6/mhhtuyJiMzJ07l6uuuqrQoZU023FZsamNdc0x/KaB1eqStB12HFtd8PqMjqWZuGWzsS1OwnaoqwzmZdeMurZK2WrfBI+eCe8uSl1/9kg44pcQrvU0LJGhIKdPldGjR2OaJo2NjWnjjY2NjBs3rtd7xo8fz0477YRpdv1Letddd2Xt2rUkEole77n44otpamrq/Fq5cmUuYQ4JcctmfXMMw2dQEQxg+AzWN6cShELqvjRTGfJTHQrQEkvSFrMGvWsmmrBZtbmdVZvaWbW5nWhCS3VSJlb8Axbsn0pEzBAcdhMcfZ8SEZE8ySkZCQaDTJ06lcWLF3eOOY7D4sWLmTFjRq/37Lfffrz//vs4jtM59u677zJ+/HiCwWCv94RCIWpqatK+hiMXMAAX99P/LbyeDc3qqoKMqgoxfkSESXUVA14mUv2JlCXHgb/dDPceCs2rYeQOcOrTsM+pYGhmTyRfcp5vnz17NnfeeSe//vWveeuttzjzzDNpa2vj5JNPBuCEE07g4osv7nz8mWeeyaZNmzj33HN59913eeKJJ7j22ms566yz8vdTDEEhv0l9TThVuxG3sB2X+powIX/fyUCuBa89H9+9oZnlOEQTNiG/SUXQP6hlla27tppYtoPVLUkVKSltG+B3R8Piq8C1Yfej4Yy/wvg9vI5MZMjJuWbkmGOOYf369VxxxRWsXbuWKVOmsGjRos6i1hUrVuDrVlPQ0NDAk08+yXnnnccee+zBxIkTOffcc7nwwgvz91MMQabPoGFkJUHTR8xyCPt91NdG+kwIct2GG03YNDZF054/EjSzOjsn19oPdW2VsvLRC/DHU6FlDfjDcOgN8PnjNRsiUiA59xnxwnDuM5Lth77tuKza3J52eF3A9GU8vM52XD5Y18La5hh+n4HluIyrCbPDpwWyfb3uQHuPqGeJlDzHhr/dBM/NBdeB0TvB0b+G+s96HZlIWcr281tn05SQ3hKAbM+wyfXwurhl09gcw/QZVIT8tMUtGptjTBpZ0bkk09t9gzmxV11bpaS1NMLDp8GHf01d73ksHHYjBCu9jUtkGFAyUiIGO2swkGWQjqJYA6OzWLY/gz2xt1AHBIoMyvLn4I+nQds6CFSkdstMOdbrqESGDS3Yl4B87DTJ9fC6kN9kTE0Y13FpTyRxHZcxWRTI9lbg6lfth5Qrx4ZnroHfHJlKRMZ+Fk57VomISJFpZqQEDHa2oUMuyyCmz2CbkZUETF9ah9f+lk46kp7+ClxFSl7zmlSR6scvpK73OiHV1j1Y4W1cIsOQkpESkM+dJrksg0SCJtuOqsy5hkO1H1L23n8aHj4d2jdCsAq+Pg/2ONrrqESGLSUjJcDL2YaB1nCo9kPKkm3Bsz+DF/47dV2/e6qT6ugdPQ1LZLhTMlIiNNsgUmBNq+ChU2DlP1LXe58Cs66FQNjbuEREyUgpKffZBh2CJyXr3SfhkTMguhlCNXD4L2C3b3kdlYh8SsmIdBpMMqGGZlKSrESqnfuSW1PX46fA0ffCyO09DUtE0ikZEWBwycRgGqGJFMzmj+Gh78Hql1PX078PX/0p+EPexiUiW1EyIjklE73NnuRra7JI3rz1OPzpBxBrgnAtfGM+7Hq411GJSAZKRiTrZCLT7EnH1uTWmEXQ7yNhOYQDphqhSfFZcXjqCvjngtT1xKlw1L1Qt623cYlIn5SMSFZ9TvqbPakOBfhkSzuxpEM44GPn+lot0UhxbVoOD54Ma5alrmecDV+ZA/6gp2GJSP+UjEhWfU76mj0BHy3xJCMrQwT8BknLpSWepLYioIREiuONR+CxH0K8GSJ1cORtsPMhXkclIllSMiJA/31O+po96UhUqsL+1LXfUc2IFEcyBk9eAi/fnbpumA5H3QO1k7yNS0RyomREOvXV56Tv2ZP8tbMXydrGD+DBE2Ht66nr/c+Dgy4FM+BtXCKSMyUjkrVMsyc6PE+K7vWH4P/OhUQrVIyCb94Bn5npdVQiMkBKRiQnmWZP1M5eiiLRDosuhFd+k7redj/49l1QM8HbuERkUJSMSN6Uezt7KXHr34EHT4J1bwIGfPEncOCFYOqvMZFyp/+KRaT0LfsdPHE+JNuhcix86w7Y4SCvoxKRPFEyIjrgTkpXog2e+DG89rvU9XZfhG/dBdX13sYlInmlZGSY0wF3UrIa30wty2x4BwwffOliOOB80FKgyJCjZMRjXs5K6IA7KUmuC6/+Dyz8CVgxqBqXKlLd7gCvIxORAlEy4iGvZyUGcsCdlnSkoOIt8PhseP0Pqesdvpzatls1xtu4RKSglIx4pJizEpkSiGzOpOnO6+RJhri1r6eWZTa+D4YJX74M9vsRqHmeyJCnZMQjA5mVGIi+EohcmpVpSUcKxnXh5Xtg0cVgx6FmInz7bth2hteRiUiRKBnxSK6zEgPRWwLR2BRlbG2YkN/E9Bm9NivrbSalWMmTDDOxplQn1TceSV1/ZhZ8cwFUjPQ2LhEpKiUjHilGC/WeCYSBzcrN7USTNhUhf+csSfdmZZlmUoqRPMkw88mr8ODJsPlD8Plh5pXwhbO0LCMyDCkZ8VChW6h3TyCCfpfVW6IYQGXYT8Jytlpm6W8pRufPSF64Lrx0B/zlMrATULtN6qTdhn28jkxEPKJkxGOFbKHePYFoj9v4gPF1kc4lmp7LLP0txej8GRm06Gb409nw9uOp612+Dt+4FSJ13sYlIp5SMjLEdSQQccsm6PfhuKl6kN6WWbJZitH5MzJgq16Gh06GLSvAF4CDfwbTzwBDSa3IcKdkZBgwfQYVQT/jayN9LrNoKUYKwnVhyXx4eg44FtRNhqPuhYl7eR2ZiJQIJSPDSDbLLFqKkbxq3wSPngnvLkpdf/YbcMQtEK71Ni4RKSlKRoaRbLunailG8mLFP+Gh70HzKjBD8LVrYe9TtCwjIltRMlLmsk0wogmbNU1R4kmbUMBkfG1E3VOlMBwHXvwFLL4aXBtG7gBH3wfj9/A6MhEpUUpGSsRAznzJtj277bis2NTGuuYYftPAanVJ2g47jq3u87V0Do3krG0DPHIGvP906nq3o+DweRCq9jQsESltSkZKwEDOfMmlPXvcslnfHMPwGVQEA7TEk6xvjtEwsoKKYO+/AjqHRnL20d/hj6dAyxrwh+GQ62GvE7QsIyL9UqtDj3VPKsJBk6SdakZmO26f923dE8TEsh0sx+n18S5gAC7up/+b/5hkmHJs+OsN8OuvpxKR0TvBac/A1BOViIhIVjQz4rGBnvmSS3v2kN+kvibM2uYY7XEL23EZV5M6nyafMckw1LoO/ngqfPjX1PWe34VDb4RQlbdxiUhZUTLisYGe+ZJLTxDTZ9AwspKg6SNmOQRMg1FVobzHJMPM8ufgj6dB2zoIVKSSkM8f53VUIlKGlIx4bDCNxnLpCRIJmjSMqqQ1ZrGxLc7G1jhN0WSvtSBqfiZ9cmz468/hr9cDLozZNbVbZuwuXkcmImVKyUgJGEyjsVx7gmyJJnBct9+iVzU/k141r4GHT4OP/pa6/vzxqULVYIW3cYlIWVMyUiKK0Wgs11oQNT+TNO8/DQ+fAe0bIFCZ2rK7x3e8jkpEhgAlI0NQpv4gqgWRAbEtePYaeOHm1HX97qllmdE7ehqWiAwdSkbKXM/Eo6/+IIOtBVETtGGoaXWqd8iKJanrvb8Hs66FQMTbuERkSFEyUsZ6Jh6jKkNsbIv32QhtoLUgaoI2DL37JDzyfYhugmA1HPFL2O1bXkclIkOQkpEy1VsH1jVNUVxcKkP+PmtCcq0FyaXbqwwBdhIWXwUv3pK6Hr9nallm5PaehiUiQ5eSkTLVWzFqW8zC52PANSE9l2E6rm3HVRO04WLLitRJu6v+lbqedgYcfDX4M/elEREZLCUjZaq3YtRQwOxcqsm1JqTnMkx1KHWGTdyycV0Xy4aYZVMdDhBN2Jg+MNCsyJDy1uPwpx9ArAlCtfCNW+GzR3gdlYgMA0pGylSmYtRI0EydU5NDTUjHMkwsaRP0+2iLW3yypZ2KgJ+47bCxNU5LLEldJIzPF8P0GYypDrGmKarakaEg3pqaDXnvydT1xKlw1D1QN9nTsERk+FAyUsby1ZjMchxaY0nakhaua2DZNk1RCycCruOSsB3iSYdQFcQcFz8G1ZEACctR7Ui5++BZ+J8ju65nnA1fmQP+oGchicjwo2SkzPUsRh3IrhcDg+ZYkvaEzYiKIM3tNu3xJHbSxvbBmi0xKgImccclZPoIBnwYGESCpmpHytlD34P//LHrev/ZMHOOd/GIyLClZGQIGeiuFxeX2nAI05fEsh1qK4LURIKs3NRKe8yhIujHsl2icQsj7Mdnu7i4RBOOmqaVo1gTXLdN+tj3noRtvuBNPCIy7CkZGUJybffewe/zURk2MU0I+A2Slovpg5BZS1sySdKyaYnZhPwm42sj+E2DpOXoAL1y9N5T8Nuj0scuXasmZiLiKSUjQ8hA2713L4a1bIdwx64cM04k6SPgN4h9Oguy7ahKTJ+hTqzl6PfHwjtPdF1PPxMOuc67eEREPqVkZAgZTLv33ophTZ/RmaBUhvyMrQ4T9Ps+fS3ViJSN9k1w/XbpY6c9k9o1IyJSApSMDDGD2WHTsxg2X7t1xENvPQ4PHJc+dtk6NTETkZIyoMrD+fPnM3nyZMLhMNOnT+ell17K6r77778fwzA48sgjB/KykiXTZxDym3lJHvL5XFJkvzkyPRHZ70dwZZMSEREpOTknIw888ACzZ89mzpw5vPLKK+y5557MmjWLdevW9XnfRx99xI9//GMOOOCAAQcrIllo2wBX1sLyZ7vGzngevnqVdzGJiPQh52Tk5ptv5rTTTuPkk0/ms5/9LAsWLKCiooJ77rkn4z22bXPcccdx1VVXsf32OmwrH2zHJW7Z2I6b1bgME/95GG7Yoeva54fLN6QOuxMRKVE5JSOJRIKlS5cyc+bMrifw+Zg5cyZLlizJeN9Pf/pTxo4dyymnnJLV68TjcZqbm9O+pEs0YbNqczurNrWzanM70YTd57gMA64Ld8+Ch07uGjvwIrhiI5gB7+ISEclCTgWsGzZswLZt6uvr08br6+t5++23e73nhRde4O6772bZsmVZv87cuXO56ipNKfcmU2Oz8bWRATU8kyGgpRFu2il97MwlUP9Zb+IREclRQVtntrS0cPzxx3PnnXcyevTorO+7+OKLaWpq6vxauXJlAaMsL1s3NjOxbIe4ZaeNB/0+2uMWcavv2REt65S51+5PT0SC1XD5RiUiIlJWcpoZGT16NKZp0tjYmDbe2NjIuHHjtnr8Bx98wEcffcThhx/eOeY4TuqF/X7eeecddthhh63uC4VChEKq+O9NpsZmIb/ZOW4YNp9sjgIQCZjU10Z6PZ9mIOfYSIlwXbj9i7D2311jX5kDB8z2LiYRkQHKaWYkGAwydepUFi9e3DnmOA6LFy9mxowZWz1+l1124fXXX2fZsmWdX0cccQQHHXQQy5Yto6GhYfA/wTDT0dgsYPrSGpsF/an/9RkGazZHcYEJIyJYbmpZp7dC145lnXDQJGmnTuBNWI5mSkpd02q4akR6InL2y0pERKRs5dz0bPbs2Zx44onsvffeTJs2jXnz5tHW1sbJJ6cK50444QQmTpzI3LlzCYfD7Lbbbmn3jxgxAmCrcclepmZkkaDJuNowCcuhImQS8ptYjtPr+TS9nWPT1GbxsdWGz0AzJaVq6a/h/37YdV1VD7PfAnXEFZEylnMycswxx7B+/XquuOIK1q5dy5QpU1i0aFFnUeuKFSvw6RTXguvZLbVDyG8SCZokLAfTZ2Q8n6bnck9rzKIpFmdkZYiKkF8FsKXGdeHWfWDje11js+bCjB94F5OISJ4YruuW/Hx8c3MztbW1NDU1UVNT43U4Ja+/WhDbcbEch6TlsrEtjmU7uLjEkw4jKoP4fb7OGZVJIysI+fWvbk9t/hh+sUf62A9fhZHq2SMipS3bz2+dTTME9XWmTM9EZVRliIDfwMBgTVM05xN/pcBeuhMW/rjrum4ynPMq6M9FRIYQJSNDVG/LOL31KNnYFu9cihnoib9SAI4D83aH5lVdY4fdBPuc6l1MIiIFomRkGOmtaLV7catO6S0RGz+AW/ZKH/vR6zBiG2/iEREpMM31DiPdi1YtxyGasPH3WIrRKb0ee/GW9ERkzK4wZ4sSEREZ0jQzUgI6CkoLPRuhpZgS5thww44Q3dQ1dsStsNfx3sUkIlIkSkY8VuwuqFqKKUHr34X5+6SPzX4LaiZ4E4+ISJFpmcZDmbqgFrr7qZZiSsjzN6YnIhOnppZllIiIyDCimREP9VdQKkOYbcF1DZBs7xr71p2wx3e8i0lExCNKRjzQUSNiYPR66J16ewxxjW/Abfumj/34Paga6008IiIeUzJSZD1rRKpDAVriSRWUDhfP/Ayev6HrevIBcNLj3sUjIlIClIwUUW9Nx1riScbXRnBxC1JQWqydOtIPKwE/G5M+dvSv4XNHehKOiEgpUTJSRJlqRFzcAZ//0leyUeydOpLBJ8vgjgPTx36yHCpHeRKOiEipUXFCEWXTdCwX0YTNqs3trNrUzqrN7UQTduf3vNqpIz385bL0RGTHmXBlkxIREZFuNDNSRPlsOtbbks+6lljnOTN97dQBX9psiu24xK1UIqMtv3mSjME19elj//V72OVQb+IRESlhSkaKLF9Nx/rbFtx9Fqb7Tp2k5bK2rT2tgHZ9a4z1zTFcoL4mTMPIys7lHNWcDMCql+Gur6SPXfgRROo8CUdEpNQpGfFAbyfq5ipTstF9yWdEJMjGtnjnLMyoyhAb2+KdsymtMYtVm9pI2m7nbMqaLVGCpo+GUZUkLEc1J7la+BN46Y6u610Ph2P+17t4RETKgJKRMtXXkk/3wlXTMBhRFaI6HNhqNiXo99GWsDEwiFkOtu2QsB1qK0KMtWzWt6QSl6DfR0ssieu4NIyq1AxJbxLtcO349LH/98dUjYiIiPRJyUgZ623Jp7dakqZokupwIG02Jeh3aY1ZhH0+1rbEwICg3yRuObTFk6nlGdvBANa3xIknbTY5CeoqQ9RWBLz+0UvLxy/CvYekj120EsI13sQjIlJmtJumzPU8Z2brWhITy3Y+rSVJzabYjsuKDW1saU9QUeGnKuwn6PdhGjCpLsKIikBqKckwWL0lSixp43z6ehvb4tqR092fzk5PRPY4JrVbRomIiEjWNDNSJrItJO2vliTo9xEyfdRVBakOB4gmbOIRh8pQKimxHZdwwCTkNxlRGWTV5nZ8RmqXTW1FANd1dXYOQLwV5k5MHzvhMdj+wN4fLyIiGSkZKQO5NC/rb/uw5TjYrsuIimDX0o4NAb+BAYQDZufjq8MBJtRVEEvaVIX9JCxHZ+cALH8OfvON9LGLV0OoypNwRETKnZKREtdfP5He9LV9uLeZk8qw2WtLetNnML42knr9TxORYX92zh9Phdcf7Lre6wQ44hbv4hERGQKUjJS4/vqJZJJp+3CmmZOgv/fZjnz1RSl7sSa4bpv0sZMXwbYzvIlHRGQIUTJS4rLpJ5IrJRg5eu9p+O2308cuXQuBiDfxiIgMMUpGSlw+W8j3fN5silCH/WF79x8Hbz/edT3tDDj0eu/iEREZgpSMlAGvZjIGUq8yZEQ3w88np4+d+gxMmupJOCIiQ5mSkTKRjxbyuRpovUrZe/sJuP/Y9LHL1oE/5E08IiJDnJIRyagQ9Sol73++BR8s7rre71z46k+9i0dEZBhQMiIZFapepSS1bYQbtk8fO+N5GL+nN/GIiAwjSkakU29dXofFzps3HoEHT+q6NnxwaSP4g56FJCIynCgZGeY6EpCk5bKxLd7rrplM9SrZtqgvWa4L9x4KK17sGvviBfDlS72LSURkGFIyUkKK/eHesTsmbtlsbI1TEfRTEwkQS/a/a6bst/y2NMJNO6WPnbkE6j/rTTwiIsOYkpES0f3D3TAMRlWGqAr7C5aUdN+26zcNtrQn2dAaZ3RVGNMEy/Zn3DVT9lt+X3sAHjm96zpYBRd+DKb+cxAR8YL+9i0B3T/cDQNWbmzjow2tbDuykgl1FQOacehvlqX7tl3HAct2aYpZjKmGlqiFbbukjs7bWtlu+XVduONAWPNa19hXroADzvcuJhERUTJSCjo+3IN+H6s3tbOhPYHruLiA5brsOLY6pxmHbJZQum/bNX0GAdOgJuzHdVyqwwGqggFSEWytLLf8Nn8CN++aPnbWv2DMTr0/XkREiqaEPz2Gj44P96b2JI0tMWzboSocIGj6WN+cqunIVvdZlnDQJGk7rGuJYTvpiUXHtt2A6SNpOdRWBJg8sor6EWFqIwEqw2bG5KL7vWWx5feV36QnIpVj4IpNSkREREqEZkZKQMeHezRhk0g6+P0+6ioCWI6L4/Q+O5FJLkso3bftThhR0bmbJhww+00uymLLr+vC/Gmw4d2usYOvgX3P9i4mERHZipKREhEJmmw/pgrLcdjYEsd2XGzHZVxNmJA/+zqMXJdQOrbthvypGHJJLrxoUZ+1LStg3u7pYz98FUZu3/vjRUTEM0pGSkjQ72OHMdVUBf3ELIew30d9bSSnWYdCdE0tu34iL90JC3/cdT1iG/jha1DKNS0iIsOYkpESEwmaNIyqHNSH/0CWUDIVvZZVPxHHgV/sCU0rusYOvRGmneZdTCIi0i8lIyUoH8sfuTxHpr4h42sj5dNPZOMHcMte6WM/ej01KyIiIiVN89bSS9GriWU7xC2713HLcbwOOd2Lt6YnImN2gTlblIiIiJQJzYyUAK9rMjIVvYb8Zmn3E3FsuHEnaN/QNXbELbDXCd7FJCIiOVMy4rFSqMnoXvTaFrM629EH/b68F8Pmzfp3Yf4+6WPnvQm1E72JR0REBqxE/ok7PGXboKzQMcQtm6Dfx6jKED4fuKRO8E3NiKSKYSeNrGDSAFvT593fbkpPRCZ8PrUso0RERKQsaWbEQ16f8dJ9VsY0DOK2g+kzqAxtXaxaEv1EbAuua4Bke9fYN++APY/xLiYRERk0JSMe8vKMl547aLa0J9jcmmCb0ZWlefhd4xtw277pY+e/C9X13sQjIiJ5o2UaD2V7xkvHUko+l296zspUhwO4QGvMwnIcogkbf6kUqz57bXoisu1+qWUZJSIiIkOCZkY81l+DstaYxZqmKK7rEvr0zJhI0Bz0DpyeszIJy6G+Joy/lA6/sxLws7HQ/fTgo++Dz33Tq4hERKQAlIyUgEw1Ga0xi9dXbyaadKgKm1TYqT+uUZWhzkPtBroDp9e28SPCBP2+0mj9vuY1uP2L6WM/WQ6Vo7yJR0RECkbJSAnqWJZZvaWdaMKmtiJI0nZpT1qYPoOE5WAYDLoraqZZGc9rRP5yObz4y67rHb4Mxz/iXTwiIlJQSkZKTEdy0R63WN8cI2D6SNoOAdNHU9SiKujHdV0qQv68FJqWzE4ZACv+6bJMN//1O9jlMG/iERGRolAyUiI6ZkPWNcWwXJfKsJ8NrQbxZKqQtKk9QSRoMnFEJVuiidLtijpQq16Gu76SPnbBh1Ax0pt4RESkaJSMlIDusyEbWuNMGBEh5DeZUBdhzeYoNeEAY6qDjKupoCrsJ+j3lWZX1IFaeAG8dHvX9S5fh//6rXfxiIhIUSkZ8Vj3fh+p2ZA4q7dEmTzah+vChLoKxtWGCfnNzoSjvx04ZSMZhWvGpY8d90f4zExv4hEREU8oGfFYz34fHbMh7fFUK/ZMO2VyqfXw+iC+Xn28BO79WvrYRSsgXOtNPCIi4pkBFRrMnz+fyZMnEw6HmT59Oi+99FLGx955550ccMAB1NXVUVdXx8yZM/t8/HDTvd+H5TidsyHbjEo/C6ajpiRhOTk1QIsmbFZtbmfVpnZWbU7tzvHcY+ekJyK7Hw1XNikREREZpnJORh544AFmz57NnDlzeOWVV9hzzz2ZNWsW69at6/Xxzz33HN/97nd59tlnWbJkCQ0NDRx88MGsXr160MEPBb11YR1fG6Ei6O+cxehIKN5vbGHpxxv5oLEtq8SiFA7iSxNvhStr4ZXfdI2d8Cf49l3exCMiIiXBcF03p0+m6dOns88++3DrrbcC4DgODQ0NnHPOOVx00UX93m/bNnV1ddx6662ccMIJWb1mc3MztbW1NDU1UVNTk0u4ZSPTUortuKza3E4sadMUS9AStagOB6iNBAgHzD77i8Qtm1Wb2gl/ugRkOQ6xhM2kkRWE/EXezrv8r/CbI9LHLl4NoarixiEiIkWT7ed3TjMjiUSCpUuXMnNmV4Ghz+dj5syZLFmyJKvnaG9vJ5lMMnJk5i2b8Xic5ubmtK+hzvQZaUWqHTpqSoJ+H65rMKIiiOu6BPwGlu1gOU7G5+y5BOTZeTN/PC09Efn88allGSUiIiJCjsnIhg0bsG2b+vr0A8rq6+tZu3ZtVs9x4YUXMmHChLSEpqe5c+dSW1vb+dXQ0JBLmENKR0KR6rrqsqU9gWEYJC2338Qi24P4CibWnFqWef0PXWMn/xm+cWtxXl9ERMpCUf+JfN1113H//ffzyCOPEA6HMz7u4osvpqmpqfNr5cqVRYyytHQkFOGASWXAT0XQpCqYWqLJJrHo2AY8aWR6QWzBvfc0XNcjibxkDWy7b++PFxGRYSunrb2jR4/GNE0aGxvTxhsbGxk3blyGu1JuvPFGrrvuOp5++mn22GOPPh8bCoUIhUK5hDakde8rYmDg4ua0TbfoLd/vPw7efrzretrpcOgNxXt9EREpKznNjASDQaZOncrixYs7xxzHYfHixcyYMSPjfddffz1XX301ixYtYu+99x54tMNYR01J0O/rtbakJEQ3p5Zluicipy5WIiIiIn3KuenZ7NmzOfHEE9l7772ZNm0a8+bNo62tjZNPPhmAE044gYkTJzJ37lwAfv7zn3PFFVfwu9/9jsmTJ3fWllRVVVFVpQLGIePthXD/d9PHLm2EQOblOBERERhAMnLMMcewfv16rrjiCtauXcuUKVNYtGhRZ1HrihUr8HUrqrzttttIJBIcddRRac8zZ84crrzyysFFL6Xhf78N7z/ddb3vOXDwz7yLR0REykrOfUa8MBz6jJSlto1ww/bpY6f/FSZM8SQcEREpLdl+futsmiGkqGfQvPEoPHhi+thl68EfLOzriojIkKNkpATlklR0PDZpuWxsi2PZDv5P+4kUZBuv68J9h8HHf+8a++JP4MuX5f+1RERkWFAyUmKiCZt1LbGskoqOx8Ytm42tcarDAeoqg53jfbWKH5DWdXDjZ9LHznwR6j+Xv9cQEZFhp8h9wSUT23FpT1g0NkWzOtiu+yF4ftMgmrBpT1oYGESCZr+t4nP27z+kJyKBCrh8oxIREREZNM2MlICOmYz2uMWG1jgTRkTw+3xEghD79FyZnk3LOs6siQRNDAyqwgFaYxZxy8Z2XAL5OoPGdeHOg+CTV7vGvnxZamlGREQkD5SMeKz7DEdl2E9jc4yPNray/ZjqPpOK7ofgRYImFQET23FIWg6hLFvF96v5E7h51/Sxs16CMTsP7nlFRES6UTLise4zHJblYvoM1m1JYNDGpLoIY0f0nlR0nFmzriVGLGFTHQkweXQVAb+Rn900r/wPPHZ213XFKPjxe1DMtvIiIjIsKBnxWMcMR2vMoimaJGE7bDO6gspgAL/pI+jPvNTS/cyaXBKQPnfruC786guw/u2usYN/lmpkJiIiUgBKRjzWMcOxeksbbXGL6oif0ZVhDCNVL9KesKgI+jMmGrkegtfnbp0tK2De7uk3nPMKjNphoD+eiIhIv5SMlIBI0GSbkVW4rkF7wmJDW4xNrQliSZuk41AbCealb0j3+pRI0EzfArz0bnji/K4H1zbAuf+GfBTBioiI9EHJSIkI+n2Mr43w+urNNLUmaIoniZgmMcsmlMxP35Du9Smdu3XiSXy/2AOaVnQ98NAbYdppefipRERE+qdkpISkik8NWuIWG9sSVIYCRNqTjKwI0R5PbdutCA78jyx9Bw4k13/ADr/dP/1B5/4b6rYd5E8iIiKSPSUjJcRxYPWWKNGkTVUoyPqWKPGkBa5BOOAjEjCpr40MeLmm+w6c0L8WMPHvV3V9c/ROqW27RoHPtBEREelByUgJsRyHikCAQLWJbbtYjk1TexLLdpgwphLLdQe9XBPxwzb37InRtr5r8PBfwtQTM98kIiJSQEpGSkjIb1IdMWmNuVRVBTAMl6qgn53GVVMVDmA5TsaOrFnZ8B7cujdpacx5b0LtxHz9CCIiIjnTVokSYvoMthtVTUXQJJZwGBEJsMPYaqxP+4JEEzb+gbZ5/9vNcOveXdfj94Q5W5SIiIiI5zQzUiK69/8YVxshYPpI2g6xpM2mtji2DZXhAbR5ty34+baQaO0a++btsOd/5f+HEBERGQAlIyWgZ/+P1pjFupZ2RlaGGFEZxG/68BkG42sjfXZk3Urjm3DbjPSx89+F6vr8/gAiIiKDoGWaEtCz/0fAbxBLOgT9qSWZqrAfnwEubvZP+uzc9ERkmxmpZRklIiIiUmI0M1ICtur/YbmEAz4SlkPQn6oVyXR671bsJPxsLLhO19hR98Ju3yrcDyAiIjIISkZKQM8TeMMBk53ra2mJJ4l9mohkVSuy5t9w+wHpYz/5ACpHd172eUieiIiIB5SMlIjeTuCtrQhknzg8NQf+Pq/revuD4IRH0x7S5yF5IiIiHlEyUkJ6nsCb1Ym8Vjy1LNPdMb+FXb+eNtTnIXmaIREREQ8pGSlnq5bCXV9OH7vgQ6gYudVDez0kbzAN1ERERPJEu2nK1Z8vTE9Edj4MrmzqTERsxyVu2dhOagdO9yLZQTdQExERySPNjJSbZBSuGZc+duyDsNPBnZeZakO6F8lmXRQrIiJSYEpGysmKf8A9s9LHLloB4drOy75qQ3orkhUREfGakpFy8X/nwtL7uq53+zYcdc9WD+uvNiSrolgREZEiUjJS6hJtcO2E9LHjH4UdDur14T0bqOXUME1ERMQDSkaKKOeGYx8+D78+PH3s4tUQqsp4S88GaqoNERGRUqdkpEhybjj28Onw7we6rqf8PzhyflavpdoQEREpJ0pGiiCnhmOxZriuIX3spIUweb+cXlO1ISIiUi6UjBRB1g3H3n8a/vfb6TdfsgaCFcUNWEREpIiUjBRBX0WlCcshbtlUPvo9fG8/1nXTPqdiH3JjaqnFcbXUIiIiQ5aSkSLIVFTa1J7k/RUrmPaHqWmPX3P0/xHa9gu0bG7XoXYiIjLkKRkpkp5Fpbbjsu7lh5n23Blpj/vHf71BRUUVbY1NjKwMURX261A7EREZ0pSMFFH3olLnf49il+VPd37vtYbjeGnH2WzvmljxJHHLZlytT4faiYjIkKdkpNjaNsIN2xPoNrRo39/znn8Hwj6oDAZojSUJBVL1JEG/o8ZlIiIypOnTrZje/BPcsH3a0O9n/otXEttgWy7VQT+bowkqw352GTeCcMBU4zIRERnyNDNSBLbjYvz66/g+fqFzrHnaubTuezHbbmglEG6nNhLEdVzCAT+fHT+C2ooAthNU4zIRERnylIwUWHTTGiK/3CVt7JPvPk173S6Ylk1TLEnI76ci6AfDpTocIBxMTVipcZmIiAwHWqYpIOe1P6QlIo4/zMc/+JiabT9PwPQRS9jEkzamAeGgSSzp0Ba3MMj/LIjtuMQtG9tx8/7cIiIig6GZkUJwXbjzy/g+eaVzqHXfC2ma9iOshE3AbzCproKWWJL2pI1lpTq0VocDVAUDuOQ3Ycj5XBwREZEiUjKSb81r4Ob0ZZmP/+tZ/ON22arz6qa2BNG4RdJxGV8bwTAgHDDzumsmp3NxetynehURESkGLdPk06v/m56IROqIXrQexuyctisGYF1LDMd1GV8Xwe8zWN8SI1SAXTNbn4tjYtkOluNkvCeasFm1uZ1Vm9pZtbmdaMLOWzwiIiI9aWYkH1wXbtsX1r3ZNfbVq2G/HxIBJgUDabMMccvGsh2C/lQuOGlkBbGEzdja/pdPcp2x6OtcnEzPP5CZFBERkYFSMjJYW1bCvN3Sx855BUbt0HnZc1dMRzv41Rva8PsMLMdlXE2YkL/vRGQgtR+ZzsXJlFhkfcKwiIhInigZGYx/3Q1PzO66rpkIP/oPZFHz4QIGYBip/+2vZDXXGYvuMyg9z8Xpa4Yj15kUERGRwVIyMhCOA7d8HjZ/1DV2yA0w/fSsbk8lBQbbjq7EwMDFJWk5fc4+5DJjkWkGJZuZjVxnUkRERAZLyUiuNn0Iv5ySPnbuv6Fu26yfomP2IWF1zHI4GWcfOmY4DIysZizyUfORy0yKiIjIYCkZycWSX8GTF3ddj/oMnP2v1FpLDrKdfeg5w1EdCtAST/Z5T75qPtT9VUREikXJSDYcG27aBdrWdY0d/guYetKAn7K/2YfeZjha4knG10ZwcTvv6bm7RjUfIiJSbpSM9GfDe3Dr3ulj570BtZMG/dR9zT5kmuFwcTt33WSqDSl0zYcaoomISD4pGenL326GxVd1XY/bHc74W87LMgPR3wxHX7Uhhaz5UGt5ERHJNyUjvbEtuH47iDd3jR25AKZ8t2gh9FdX0l9tSCFqPtQQTURECkHJSE+Nb8JtM9LHzn8HqscVPZS+Zji8qA1RQzQRESmEAX1yzZ8/n8mTJxMOh5k+fTovvfRSn49/8MEH2WWXXQiHw+y+++4sXLhwQMEW3HPXpSciDdNhzhZPEpEOps8g5De3mnnomDkJmL6tzr2JWza2k9+TfyE9AbIch2jCxq/iWBERGaScP0UeeOABZs+ezZw5c3jllVfYc889mTVrFuvWrev18S+++CLf/e53OeWUU3j11Vc58sgjOfLII/nPf/4z6ODzxk7CT0fBc3O7xr59N5zyl6LUh2TDdtytkoyOmZNJIyuYVFcBUNAD7jIlQFqiERGRwTBc183pn9DTp09nn3324dZbbwXAcRwaGho455xzuOiii7Z6/DHHHENbWxuPP/5459gXvvAFpkyZwoIFC7J6zebmZmpra2lqaqKmpiaXcPu35t9w+wHpYz9+H6rG5Pd1BiGbolHbcVm1uT2tniNg+gpSz6HdNCIiko1sP79zmhlJJBIsXbqUmTNndj2Bz8fMmTNZsmRJr/csWbIk7fEAs2bNyvh4gHg8TnNzc9pXQbz+UHoist2BcGVTSSUi3YtGw0GTpO2wriW21TLM1vUcJpadajGfb5mWjkRERAYip2Rkw4YN2LZNfX192nh9fT1r167t9Z61a9fm9HiAuXPnUltb2/nV0NCQS5jZe+ORrv9/zG/hxMcK8zqDkG2SoXoOEREpVyX5SXXxxRfT1NTU+bVy5crCvNBX5qS+LvgQdv16YV5jkLJNMlTPISIi5Sqnrb2jR4/GNE0aGxvTxhsbGxk3rvcdJ+PGjcvp8QChUIhQKJRLaAMzZicYM7vwrzMIuZyiqwPuRESkHOU0MxIMBpk6dSqLFy/uHHMch8WLFzNjxoxe75kxY0ba4wGeeuqpjI+XrfXcNdNXx1PVc4iISLnJuenZ7NmzOfHEE9l7772ZNm0a8+bNo62tjZNPPhmAE044gYkTJzJ3bmqb7LnnnsuBBx7ITTfdxGGHHcb999/Pyy+/zB133JHfn2SI0ym6IiIyVOWcjBxzzDGsX7+eK664grVr1zJlyhQWLVrUWaS6YsUKfN3qGfbdd19+97vfcdlll3HJJZfwmc98hkcffZTddtstfz+FiIiIlK2c+4x4oaB9RkRERKQgCtJnRERERCTflIyIiIiIp5SMiIiIiKeUjIiIiIinlIyIiIiIp5SMiIiIiKeUjIiIiIinlIyIiIiIp5SMiIiIiKdybgfvhY4msc3NzR5HIiIiItnq+Nzur9l7WSQjLS0tADQ0NHgciYiIiOSqpaWF2trajN8vi7NpHMfhk08+obq6GsMw8va8zc3NNDQ0sHLlSp15U2B6r4tD73Nx6H0uHr3XxVGo99l1XVpaWpgwYULaIbo9lcXMiM/nY9KkSQV7/pqaGv2SF4ne6+LQ+1wcep+LR+91cRTife5rRqSDClhFRETEU0pGRERExFPDOhkJhULMmTOHUCjkdShDnt7r4tD7XBx6n4tH73VxeP0+l0UBq4iIiAxdw3pmRERERLynZEREREQ8pWREREREPKVkRERERDw15JOR+fPnM3nyZMLhMNOnT+ell17q8/EPPvggu+yyC+FwmN13352FCxcWKdLyl8t7feedd3LAAQdQV1dHXV0dM2fO7PfPRlJy/Z3ucP/992MYBkceeWRhAxwicn2ft2zZwllnncX48eMJhULstNNO+vsjC7m+z/PmzWPnnXcmEonQ0NDAeeedRywWK1K05en555/n8MMPZ8KECRiGwaOPPtrvPc899xx77bUXoVCIHXfckfvuu6+wQbpD2P333+8Gg0H3nnvucd944w33tNNOc0eMGOE2Njb2+vi///3vrmma7vXXX++++eab7mWXXeYGAgH39ddfL3Lk5SfX9/rYY49158+f77766qvuW2+95Z500klubW2tu2rVqiJHXl5yfZ87fPjhh+7EiRPdAw44wP3GN75RnGDLWK7vczwed/fee2/30EMPdV944QX3ww8/dJ977jl32bJlRY68vOT6Pv/2t791Q6GQ+9vf/tb98MMP3SeffNIdP368e9555xU58vKycOFC99JLL3UffvhhF3AfeeSRPh+/fPlyt6Kiwp09e7b75ptvurfccotrmqa7aNGigsU4pJORadOmuWeddVbntW3b7oQJE9y5c+f2+vjvfOc77mGHHZY2Nn36dPeMM84oaJxDQa7vdU+WZbnV1dXur3/960KFOCQM5H22LMvdd9993bvuuss98cQTlYxkIdf3+bbbbnO33357N5FIFCvEISHX9/mss85yv/zlL6eNzZ49291vv/0KGudQkk0ycsEFF7if+9zn0saOOeYYd9asWQWLa8gu0yQSCZYuXcrMmTM7x3w+HzNnzmTJkiW93rNkyZK0xwPMmjUr4+MlZSDvdU/t7e0kk0lGjhxZqDDL3kDf55/+9KeMHTuWU045pRhhlr2BvM+PPfYYM2bM4KyzzqK+vp7ddtuNa6+9Ftu2ixV22RnI+7zvvvuydOnSzqWc5cuXs3DhQg499NCixDxcePFZWBYH5Q3Ehg0bsG2b+vr6tPH6+nrefvvtXu9Zu3Ztr49fu3ZtweIcCgbyXvd04YUXMmHChK3+A5AuA3mfX3jhBe6++26WLVtWhAiHhoG8z8uXL+eZZ57huOOOY+HChbz//vv84Ac/IJlMMmfOnGKEXXYG8j4fe+yxbNiwgf333x/XdbEsi+9///tccsklxQh52Mj0Wdjc3Ew0GiUSieT9NYfszIiUj+uuu47777+fRx55hHA47HU4Q0ZLSwvHH388d955J6NHj/Y6nCHNcRzGjh3LHXfcwdSpUznmmGO49NJLWbBggdehDSnPPfcc1157Lb/61a945ZVXePjhh3niiSe4+uqrvQ5NBmnIzoyMHj0a0zRpbGxMG29sbGTcuHG93jNu3LicHi8pA3mvO9x4441cd911PP300+yxxx6FDLPs5fo+f/DBB3z00UccfvjhnWOO4wDg9/t555132GGHHQobdBkayO/z+PHjCQQCmKbZObbrrruydu1aEokEwWCwoDGXo4G8z5dffjnHH388p556KgC77747bW1tnH766Vx66aX4fPr3dT5k+iysqakpyKwIDOGZkWAwyNSpU1m8eHHnmOM4LF68mBkzZvR6z4wZM9IeD/DUU09lfLykDOS9Brj++uu5+uqrWbRoEXvvvXcxQi1rub7Pu+yyC6+//jrLli3r/DriiCM46KCDWLZsGQ0NDcUMv2wM5Pd5v/324/333+9M9gDeffddxo8fr0Qkg4G8z+3t7VslHB0JoKtj1vLGk8/CgpXGloD777/fDYVC7n333ee++eab7umnn+6OGDHCXbt2reu6rnv88ce7F110Uefj//73v7t+v9+98cYb3bfeesudM2eOtvZmKdf3+rrrrnODwaD70EMPuWvWrOn8amlp8epHKAu5vs89aTdNdnJ9n1esWOFWV1e7Z599tvvOO++4jz/+uDt27Fj3Zz/7mVc/QlnI9X2eM2eOW11d7f7+9793ly9f7v7lL39xd9hhB/c73/mOVz9CWWhpaXFfffVV99VXX3UB9+abb3ZfffVV9+OPP3Zd13Uvuugi9/jjj+98fMfW3p/85CfuW2+95c6fP19bewfrlltucbfZZhs3GAy606ZNc//xj390fu/AAw90TzzxxLTH/+EPf3B32mknNxgMup/73OfcJ554osgRl69c3uttt93WBbb6mjNnTvEDLzO5/k53p2Qke7m+zy+++KI7ffp0NxQKudtvv717zTXXuJZlFTnq8pPL+5xMJt0rr7zS3WGHHdxwOOw2NDS4P/jBD9zNmzcXP/Ay8uyzz/b6923He3viiSe6Bx544Fb3TJkyxQ0Gg+7222/v3nvvvQWN0XBdzW2JiIiId4ZszYiIiIiUByUjIiIi4iklIyIiIuIpJSMiIiLiKSUjIiIi4iklIyIiIuIpJSMiIiLiKSUjIiIi4iklIyIiIuIpJSMiIiLiKSUjIiIi4iklIyIiIuKp/w9+X1i24ny2oQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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8QaAFkaVsb9ajiIgMy9r/GRhErlqrIDLBjHhr74IFCzjvvPM4+uijOfbYY1myZAnd3d2cf/75AJx77rnMnDmTxYsXA3D66adzxx138K53vYs5c+bw2muvce2113L66af3hhIpXXu6HkVEZLf+6zJYdX/f9WEfgTMH35kplW3EYeSss85iy5YtXHfddTQ3N3PkkUfy+OOP9y5qXbt2bdFMyDXXXINhGFxzzTVs2LCBqVOncvrpp3PjjTeO3k8hY2qoxzgiInsk1w03zSgeO+fncMBJoZQj4TOCMnhW0tHRQTKZpL29ndra2rDLERGRPfXG7+EHpxePLVwP0Zpw6pExNdzf3zqbRkRExsfPLoK/PtR3feT/gzOWhlePlAyFERERGVuZDri5qXjsk8th9vHh1CMlR2FEBvD8QAtWRWR0vPYk/PAjxWNf2QROIpx6pCQpjEiRni6rrudj79jK278RmojIsD10Drz8aN/1MRfAabeHV4+ULIUR6aX27yIyKtKt8I3ZxWOfehKajgmlHCl9CiPSa2D7d8jsOERPW3tFZFhe+W/48ceKx65ugUgsnHqkLCiMSC+1fxeRvfLAv8Dff9V3PfcSmK+eUrJ7CiPSa3en+IqIDKp7G9y6f/HYRU/BjHeFUo6UH4URKaL27yIyIi/9An5ybvHYNVvAdsKpR8qSwogMsHP7d231FZFB3f8BePMPfdcnfAn+8drw6pGypTAiu6StviIyQNdmuO3A4rHP/BGmHRZOPVL2tDJRhtR/q2/Msch7Pps7M3j+wOOMPD8g63qDfk5EKshfHy4OInYMrt2qICJ7RTMjMqThbvXV7InIBBAE8L1/hA2r+sZOugZOvCK8mqRiKIyUiTDWbQxnq68apYlMAB2b4I5DiscufhamHhxOPVJxFEbKwEhmHkYztAxnq68apYlUuOd/CL+4uO86Xg9XvA7651tGkcJIiRvJzMNYPC7Z3VZfNUoTqVBBAHcdB5tf6ht739fg+M+HV5NULIWREjfcmYexfFyy81bfnT+nRmkiFaZtHSzZaUHqpc/B5APCqUcqnsJIiRvuzEOYj0vUKE2kgvzpXnhsQd917Uz4wv+BZjtlDCmMlLjhzjyE/bhkV7MnIlIGfB++8y5ofbNv7P23wJxPh1aSTBwKI2VgODMPelwiInts+xvw7SOLxy77C9TPDqMamYAURsrEcGYehvu4RO3dRaTXyu/CEwv7rie/DS75Mxj6d4OMH4WRCrO70KIGZSICgO/BHYdCV0vf2OnfgqM+GVpJMnEpjEwgg+24aWlP05CMEbUtzZKITBRbX4M7jyoeu/xvkJwVTj0y4SmMTCA777gx8FjXmiKd90hEbc2SiEwET38Tnry+73ra4fDpP+ixjIRKYWQC6b/jxrEDNrSlMYCqmE3O9dXGXaSSeS7csh9kO/rGzlgGR348vJpEdlAYmUD677hJZT1MYHp9vPcRjdq4i1SolpfgrrnFY198BWqmhVOPyE4URiaYnh03WdfDsU38oLCzRm3cRSrUUzfDU4v7rpvmwL8+occyUlIURiaYnm29UdtiejKuviQilcrLw43TwHf7xj5yLxx+Zng1iQxBYaSMjbRfyGDbeofqS6JeJCJlbNNf4d9OKB770mtQPTWcekR2Q2GkTPUEi2zewzAMpifjVMeG/uPc1UF6tmni+j5QCB7qRSJSxp68vrBjpsd+J8J5j4ZWjshwKIyUoZ5g0ZnJk8q7dGU8tnZlOHxm/ZCBZKiD9DozedrT+d7gMbkqyrbu7Jic/isiY8jNwtcbisfO+iEceno49YiMgFYrliHX98nmPVJ5F983SMYjpHMezR0pPD8Y9DX9t/X2LFg1DIO27hx5zyfmWOQ9n03tabKu1y+0WLiev2PmRERK0oZVA4PIl99QEJGyoTBShmzTxDAMujIeEcsg7/lUxyL4AUOGhp5tvRHL7F2wOrkqihcERcEjCAJMg6LQYmuXjUjp+u+r4J6T+64Pej9c3w6JSeHVJDJCekxThiyzsEZka1eG9lSO6liERMQialuDhoaexaiObRYtWAVoSxdmS+JOIYBEI1bvoxrtshEpYfl0YbdMf2f/BA6aH049IntBYaRMVcds3j69jo1tKUzDIOZYg4aG3S1G7WmC1j94xB2r8HhGu2lEStPa/4X7Tikeu2otxJLh1COylxRGylQ659GWzmGZBoZhMLkqOmDHy6520PQEjLhT6DeSdT2itoVjF2ZMdnf6r4iE5L8ug1X3912/48PwL/cPdbdIWVAYKUP9Q0ZVzKYr47KpPc2+dlVvmIChd9D0b/mubbwiZSLXDTfNKB475xE44OTB7xcpIwojZah/yHC9gPZMju6Mh2EEzKyr6g0T/XfQ9KwJ6d/yfTgzJ/2pEZpISN74A/zgA8VjC9dDtCacekRGmbZIlKGekNGVcWnpTNOZdqmK2ng+bO7M9G7vHWwHTf91JT2hxrFNfB8c2xxyG28657G+NcX67SnWt6ZI57xx/ZlFJqxHPlMcRI44u7BbRkFEKohmRspQT8hY35qiO+NRE4vQWBPDtgeevNtzMN5gMxqFzqsBG7d2Y1sGrhfQUBsbsCNnpDMoIjIKsp2weFbx2Ccfg9nvCacekTGkMFKm4o7FvpOrMIwAzwfbNoY8eXdXi1ENIACCoPC/g0WL4aw9EZFR9NoK+OE/F499ZSM4VeHUIzLGFEbKmGObzKyr2uOTdwthwmD2lL5/weVdf0DI2N3aExEZRT85D176ed/10f8KH/jmkLeLVAKFkTK3q8cwu9MTMnJu3+OXoWZWButHokc0IqMo3Qbf2Ld47FO/hqZjQylHZDwpjFSAPe0JMpKQsTehR0R245XH4cdnFY9d3QKRWDj1iIwzhZEJbrCQMdQWXjVCExkDD3wU/v5E3/U/XAz/dFN49YiEQGFEikKGmqCJjJPUdrhlv+KxC38LM98dTj0iIdIKxAnI8wOyrtfbj6T/eM8W3phjkff8or4lIjJKXnp0YBC5ZrOCiExYmhmZYHY186EtvCLj4P4PwJt/6Ls+4Yvwj9eFV49ICVAYqVCDrfvYXfMybeEVGUNdW+C2txWPfeZpmHZ4OPWIlBCFkQo01OzH7mY+tIVXZIy8+FP4z0/1XVtOoYmZFQmvJpESojBSYXY1+zGcmQ9t4RUZRUEA974P1v+pb+ykq+HEL4dXk0gJUhipMLua/YjaFpOromxoS9HWnafKsQad+dAWXpFR0LEJ7jikeOxz/wsNhwx+v8gEpjBSYXY1+5HOeWxoS9HSlsYNAqYn4wNeP1SPEREZgecfgF98ru86Xg9XvA4K+SKDUhgpE8MNCUOt+wDY1J5mc0cG0zaJAlu6ssQjFk2Tq7BMQz1GRPZWEMBdx8Pmv/WNve+rcPxl4dUkUgYURsrASEPCYOs+sq5HNu9hWwYJJ0JAQCrrktlxMB6YQ641ATRbIrI7betgyWHFY5esgilvG/x+EemlMFLidrcddyg7r/uwTZNoxMLtCujM5jF2fO2YXXiEM9Rak66MS1s6p9kSkV35833wy8v7rmtmwOV/A22LFxmWPfonZenSpcyePZtYLMacOXN49tlnd3l/W1sbF198MdOnTycajXLQQQexfPnyPSp4otk5JDi2SSrrknW9EX0dyzSYnozTUBsDP8D3A6bVxmhMxgf0GHF9n3TOwzIMtnVn1ZFVZCi+D986sjiI/NM34IsvK4iIjMCIZ0YeeughFixYwLJly5gzZw5Llixh/vz5vPLKKzQ0NAy4P5fL8b73vY+GhgZ++tOfMnPmTN566y3q6upGo/6K1z8kGIbHxtY0APGIRWMyPqJZirhj8baGGpomFR69RG2rd3ZlsLUmyXiEbV1ZdWQVGcz2N+DbRxaPff4FmLTfYHeLyC4YQRCM6D9z58yZwzHHHMOdd94JgO/7NDU1cemll3LVVVcNuH/ZsmXceuutrF69mkhkzxr8dHR0kEwmaW9vp7a2do++RjlL5zw2tafZ2JrCB2bWxQmAiGXu9nHNSPVfKAuwvjVV9IhoLL6nSNn5n2Xw+JV915P2L6wP0WyISJHh/v4e0T85uVyOVatWMW/evL4vYJrMmzePlStXDvqaRx99lLlz53LxxRfT2NjIYYcdxk033YTnDf2YIZvN0tHRUfQxkcUdi2nJGFNqYsyeUkV1LFLoqOr1LD4dPZZp9M6Y9MyWRCxTHVlFoPBY5vZDioPIB74Jn39eQURkL4zoMc3WrVvxPI/Gxsai8cbGRlavXj3oa9asWcNvfvMbPvGJT7B8+XJee+01Pve5z5HP51m0aNGgr1m8eDE33HDDSEqreFHbIu5Y5Fy/dxvuaJ4bk3N9sq5H1LZwbHVkFRlg62tw51HFY5f/DZKzwqlHpIKMeZT3fZ+GhgbuvvtujjrqKM466yyuvvpqli1bNuRrFi5cSHt7e+/HunXrxrrMkjeWsxTbu3Ksemsbf35zO6ve2sb2rtyA791/fYnIhPP0kuIg0ngYLGpTEBEZJSOaGZkyZQqWZdHS0lI03tLSwrRp0wZ9zfTp04lEIlhW34LHQw89lObmZnK5HI7jDHhNNBolGo2OpLQJYSxmKXKuzyst7aRyHnUJh7ZUjpc3tXFEUz1xx1YAkYnN9+CW/SDT3jd2xl1w5Nnh1SRSgUY0M+I4DkcddRQrVqzoHfN9nxUrVjB37txBX3P88cfz2muv4fdb2/Dqq68yffr0QYOI7Npoz1JkXY9M3qcu4RQeBUUsNrSmWbOlm/WtKdK5kW0hFqkYm1fDVycVB5EFqxVERMbAiB/TLFiwgHvuuYcf/OAHvPzyy3z2s5+lu7ub888/H4Bzzz2XhQsX9t7/2c9+lu3bt3PZZZfx6quv8thjj3HTTTdx8cUXj95PIXh+QNb1RtwDJGpbxCImbakcqZzL2u0pDBNq4rb6isjE9dQ34Ltz+q5nHVt4LFM7PbSSRCrZiPuMnHXWWWzZsoXrrruO5uZmjjzySB5//PHeRa1r167F7LeosqmpiSeeeILLL7+cd77zncycOZPLLruMK6+8cqhvIYzswLq9OVPGsU0ObkzySks7bakctmXw9mlJEo6N6/vqKyITi5eHG6eDn+8b+8i9cPiZ4dUkMgGMuM9IGCZan5GRhAvPD3p7gTi2SWcmT1XE7j38big7h52c65PKuWzryhKA+orIxNP8Iix7T/HYl16D6qnh1CNSAYb7+1tn05SYkZ5Fk3U9UlkXyzTY0pklm/fY7ueor4pSHbMHnV0ZKuw4dmHdyM4n/iqISMV78gZ4+o6+69knwCd/GV49IhOMwkiJGerAusEelaRzHpvbM2zpyLC5K8ukagfHLtyzdns3jm1iGIV1IT2BY3dhR31FZEJxc/D1nWY+Pvrv8PYPhVOPyASlMFJi+p9FE3cYsrlZT6hwg4CpyRjr29Js68zSNLmKRMzm1eYOamIR6qocEpHCTqbpyThZ1yPrelRF7SHDzs4n/o5k/YpI2djwHNxzUvHYl9+AxKRw6hGZwBRGSsxgB9YN9qik/wyKmTOocizaMi7ZvEtrdw7XD6ivcvCCgFTeIwgMcm43QRCwrTtLLu9TX+3stpPr3iyOFSlZj38F/mdp3/WB8+ETPwmvHpEJTmGkBA3nUUnPDEpXxqU9nSdimUxKOKSyHp05l+m1cbygcJhea3eWjOXRGIlRHbPJeT6dmTxOxOx9hDPY9xjp+hWRkpfPwI3Fx1lw9k/goPnh1CMigMJIydr5Uclgn2+oibGhrZvurMuUZJQpVTG8wGdja5qqmIUXBLSnXaK2STIeoTpWeDRTX+XgWCbTk3ESg3RZ7Xksk3d90jmPRHT361dESt66Z+He9xWPXfkWxOtCKUdE+iiMlLG4Y7HPpGqCwMAPAqIRk3QuYFoyTtQyyXk+9fFCaGlL54rWoUQj1qBBpGf2ozvj0ZrKkMn7RGyTmXVxAhjVw/lExs0vL4c/39d3/fYPFRaqikhJUBgpc45d6APSf43JzLoYjm0WPeZxbLPonslVUVzfB/oeA/U8lsnkPbpyeTKujxMx8LyAjW1pmuoT2uor5SXXDTfNKB475xE44ORw6hGRQSmMVICh1pj0f5TS/568W1jE2rModXJVlIhtFB7PeD4R2yAIAuoSDq4fMDnpkHd9GpJavCpl5M2n4f7TiscWrodoTTj1iMiQFEYqxO7WmPTcAybN3aneRamt3Tk2tqWYXB3FMU3yrk/eD/ADaEvlqInbeH5AImoTtRVEpEw88ln4y4/6ro/4OHx4WXj1iMguKYxMMK7vk817RGwT34dU3iWd87Atg66My9auLCaQ9wMs06AqYhOLDL3jRqSkZDth8azisfN+CfudEE49IjIsCiMTTM8jmnTeJ2abtGfyhcc0pkUqn8MHZk1KkHN9opbJ9Po4UdtSEJHS9/pv4D8+XDz2lY3gVIVTj4gMm8LIBOL5hSBSE41gmR4dqRzZvEfUMsn7Hl2ZPNVxm4RjE3cCMjlvx+MfBREpcQ9/Ev72SN/1UZ+E078VVjUiMkIKIxNIT9fW+mqHSRhkahy60z4xx8T1AuKORSJiExDstjOrSEnIZ+CxBcVB5F9/BfvMCa8mERkxhZEJpPjcGwvfh9qEzfRknICAGckE27qzOrFXysO21+Hh86D5xb6xq5shEg+vJhHZIwojE8hQ5944dmH2I2oXtgDrUDwpeS/+FP7rMsh1QWIyfPhuOHBe2FWJyB5SGJlgdnfuzXC2CIuEJpeCx6+E53Z0T933ePjI96B2xq5fJyIlTWFkAlLgkLK05ZXCQtXNLwEGvPcKOPFKsPSvMZFyp3+KK1DPQXd61CIV44UfwWNfhHwKqhrgn++GA04KuyoRGSUKIxWm56C7nlbvDTWFFu6DBZThjomEJtcNj32pr5vqfu+Ff/4e1DSGW5eIjCqFkQri+QEt7Wm68y41sQg512dzZ4bJVdGis2gaamIAA0LLYGM6i0ZC0/JS4bHM1lfAMOH/WwgnfBH0iFGk4iiMVJCujMu61hSWaZDJ+9TFI2Rdj03taQyjsHg1nStcm4AbBL1jG1tT5P0Aw4DqmN07wzKrPqEZEhlfQQDP/wcsvwLcDFRPKyxSVUt3kYqlMFIherqrAvhAJu+xIevSWBsDCgfd2aZJ3IGOVB7DMKiJ2xgY5DyPTa1ZPN+nrjpCLGIRdywyOQ/X97XYVcZPthN+uQBe/Enh+oCTC9t2q6eGW5eIjCmFkQrh+j5BEDCjPs727hyprAsBTKmO0pV1dzQ6K6wpiUYsTKC1K0dX1uWtbd0YQGNtjM60C6RJxhxiEQsDg6zraQ2JjL3mFwuPZba9BoYFJ18Dx38B1AVYpOIpjJSB4Swq7emu2pnJ4/k+Gden2rGI2hYJxx7Q6MzzAzZ1tNKRcXEcg2TUIWKbxAyD7oxHfdygJhphU3taa0hkbAUB/Pk+eHwheFmonQkfuRf2nRt2ZSIyThRGStxQu2N2ZpkGk6uibGxLkc551CccEhGLbd1ZZtUnBjQ6y7oek6uiTK2J0ZrKkXV9ABJRm8k1DjPrEmzuzJD3/N51JVpDIqMu017opNpztsyB8+HDyyAxKdy6RGRcKYyUMM8PBgSClvY0DckYUdsaEAoitsHk6ii2ZRCzCwfe9az7KNzfF2Js0yQasch7PpOqHDa2pvGAmqhNYzKOaYK74/v2rDXRGhIZVRufh4fPh9Y3wLRh3vXwDxfrsYzIBKQwUsJ6TtntCQQGHutaU6TzHomoPWCWxMDANCDvBkTtXZ+82/+cGtfzmVmfYHJVlOqYjWUaeH7Q71A9dIqvjJ4ggGfvhl9dA14OkvvAmfdB0zFhVyYiIVEYKWH9T9l17IANbWkMoCpm9/YQ6Xls0vMYJZv36cjk8Tyoilm7PHl3V+fUDHWonh7RyF5Jt8IvLoHVvyxcH/IB+NCdEK8Pty4RCZXCSAnrHwhSWQ8TmF4f731E0/PYBMzexzl1VQ62ZWIaBtOT8d4TeXf1PYZ67LK7Q/VERmT9n+Gn50PbWjAjcMrXYc6nwdDfK5GJTmGkxPUEgqzr4dgmflDYWdP/scnOj3OqYzaZnEdAsNffX4fqyV4LAli5FJ5cBL4L9bPhzO/DzHeHXZmIlAiFkTJgmQYJp7BGZFN7mu6MSzTS/xGMWbS+oyvjYhoGBvovTglZajv8/LPw6uOF67d/CD74HYglw61LREqKwkiZSOc8tnVnCQgwTZhcFe1dvNr/cU5bd46OTJ5kLMqm9rR6g0h41v4v/PRfoWM9WFH4p5vg6E/psYyIDKCtEWWg/xbfqqgNGGzrzuL5fY9h4o7F9GScaMRkUlWUZJVN3isscu1/366+R9b1hnWvyC75Pjz9Tfj++wtBZNIBcMGTcMwFCiIiMijNjJSwns6rnh8Mq+dHQICBQXVsZL1BhttYTWS3urfCI5+G154sXB92Jpy+BKI1oZYlIqVNYaRE9Q8IlmHg+sFue34YGAQEdGXc3pN3I5a5y/NlBmuspk6rskfe/CP856egcxPYMXj/LfDuczUbIiK7pTBSggYLCAZgGsaQPT+G6jOyu/Nldt6Jo06rMmK+B3+4A566CQIfphwE/3I/NL4j7MpEpEwojJSgoQLCtGQhgOw8w9E/vPTvM9LbtCxf2BacyQ+c9ejfWE2dVmXEujbDf14Ab/yucH3Ex+HU2yBaHW5dIlJWFEZK0FABYbDzaGBgeOnpM+L6Pl2ZPN15lyAwMIwA17OLZj3UaVX22Jqn4D8vhO7NEEkUQsi7PhF2VSJShhRGStBIA8KuZjc6MnlSOY+6hENbKo/nBQP6j6jTqoyI78HvvgG/uwUIYOqhhccyDYeEXZmIlCmFkRI1koAwVHgxTUjGolhmHtfzqYlFqHYig3ZmVadVGZaOTfCzC+HNPxSu33VOYaGqkwi3LhEpawojJWwkAWGw8OL5AVUxC8uCiG2QdwNiEUvrQWTPvPYk/OzTkNoKkarClt13fjTsqkSkAiiMlLieXiPDeXwyWHipiztsdTPk8gExW+tBZA94Lvz2Rnj6jsJ14+GFxzJT3hZqWSJSORRGStjeNCPreW13xqM1lSXhWDi2M8YVS8Vp31DoHbJ2ZeH66H+F+TdBJB5uXSJSUTRfX6L6b9eNOdaIW7v3bOntyuXJuB75wB/R1xDh1Sdg2XsKQcSpKZy0+4FvKoiIyKjTzEiJ2ptmZD2vjdgGQRBQl3Bw/QDHNnE9Xw3NZNe8PKy4AZ75TuF6+hGFxzKT9g+1LBGpXAojJWpvmpH1vDaT9zAMg7ZUjkTUoivjUhW1tYBVhta2tnDS7vo/Fa6P/TSc8jWwo+HWJSIVTWGkRO1NM7L+r/U8SGVdUhkX1w2I2iY519dBeDLQy7+EX3wOMu0QTcKH7oS3fzDsqkRkAlAYKWF704zMsU2m1kSZVBUQtQ0ynkdNLELO9XUQnhRzc/Dr6+B/7ypczzwKzrwP6meHWpaITBwKIyVuT5qR9d+FExCQdXecWbMj0GRyHlnXG/ScG5lgtr8BPz0fNj5fuJ57CfzjItDOKxEZRwojFab/LhzHNmlP5elM57Gtwpk16ZxXuKc9gxcEI94yLBXkbz+HRy+FbAfE6uDDy+Dg94ddlYhMQAojFaZnJ40BNLdnSGddsq5PbTxCd8bFDyAIAlwzIO5YvbMoemwzgWTa4fGF8MIDheumOfCRe6GuKdy6RGTCUhipMD07ZVZv6iCT9/ApHIxXn3eI2CaeH9DanWV6fXzEW4alAvz91/DAmX3Xx38BTr4GrEhoJYmIaI9nhcm5Pl1Zl7XbutnclSVm2yQTEdZu6ybn+tTEbXxgY2uarOuRznnYw9wyLGXux2cXB5EP3gnvu0FBRERCp5mRCtKzXsQ0DBpqY72LVC2jcGhe3LGI2hYz6+JsbEvTnXFJRG2dV1PpUtvhlv2Kxy74Dcw6Kpx6RER2ojBSQXrWi1THbKbWRNncmSWVc4lYERprY72H7gXAjLo4k6ujJBwbx9asSMV6+Zfw0CeKx67ZrCZmIlJS9ui30NKlS5k9ezaxWIw5c+bw7LPPDut1Dz74IIZhcMYZZ+zJt5XdsE0T1w9Yvz2FF0DgB1THbPafUs3hs+qJRSy6M+6Orb0+27qybGpPk855YZcuY+HfP1QcRI6/DK5vVxARkZIz4jDy0EMPsWDBAhYtWsRzzz3HEUccwfz589m8efMuX/fmm2/ypS99iRNOOGGPi5Vinh+Qdb2ig+8MIACitklDbYxZ9QmaJlcxqdphclWUANjalWVbVxYMdHheJereCtcnYc1TfWOf/j2876uhlSQisisjDiN33HEHF154Ieeffz5vf/vbWbZsGYlEgvvuu2/I13iexyc+8QluuOEG9t9fh22Nhq6My5otXby1tZv1rSnSvTtiDGZPqWLWpAT7NVQTj1gEBHh+wLbuLK5f6D9imAbtqXzR4XlSAf7vZ3DrAX3XhgXXbi0cdiciUqJGFEZyuRyrVq1i3rx5fV/ANJk3bx4rV64c8nVf/epXaWho4FOf+tSwvk82m6Wjo6PoQ/p0ZVxe3NDKutYUbZkcnZk8mzszGBjYVuHsGcs0yLl+706ZnvUkNbEI0YiFAWRdj66Mq900lSAI4N5TCt1Ue5x4FSzart0yIlLyRrSAdevWrXieR2NjY9F4Y2Mjq1evHvQ1Tz/9NPfeey8vvPDCsL/P4sWLueGGG0ZS2oTh+QHNHYWZkGTCIe8FpPIujmUSEOzicD2zN6jUxSNsyLoEQCxiaTdNuetshtsPLh777EpofHs49YiIjNCY/udwZ2cn55xzDvfccw9TpkwZ9usWLlxIe3t778e6devGsMry4vo+fgDVsQh5zydiGXRlPAzD2NHErHC43qxJCWbVJ3rbvPec5BuxCn/k+9QnOGxWHftOrlIr+HL2lweLg4hTA9duUxARkbIyopmRKVOmYFkWLS0tReMtLS1MmzZtwP2vv/46b775JqeffnrvmL9jbYJt27zyyisccMABA14XjUaJRrXifzC2aRK1LRIRn1Teoz2VI+5YTE/Ge2c3+h+u17Odt39Q2ZNTgKXEBAH823uh+a99Y/+4CE5YEF5NIiJ7aERhxHEcjjrqKFasWNG7Pdf3fVasWMEll1wy4P5DDjmEF198sWjsmmuuobOzk29961s0NeksjJHqmeEAcCImk6oiTKtNUB3r+6PsCSB5d8eiVc8vOhBPbd/LXPsG+OZOMx+X/BmmHBhOPSIie2nETc8WLFjAeeedx9FHH82xxx7LkiVL6O7u5vzzCwvnzj33XGbOnMnixYuJxWIcdthhRa+vq6sDGDAuw7erGY50zqOlPU13rjBrUpuIUF/l6EC8SrHqB/Bfn++7rm6EBS+DAqaIlLERh5GzzjqLLVu2cN1119Hc3MyRRx7J448/3ruode3atZjamTHm+j+K6eH5Aeu2d9PckSHwAzZ1ZJgVxJlUFSXuWDoQr5wFAdx5DGz7e9/Y/Jtg7sXh1SQiMkqMIAhKvttVR0cHyWSS9vZ2amtrwy6nZKVyLqve3I5pGsQjFm/tOBzvqNmTAIhYpmZGylHrW/CtdxaPff55mKSePSJS2ob7+1tTGBWmpwOrZZokExFs0yCb93fa5itl49l7ioNI3b5wXauCiIhUFB2UV0GitsXU2hibOzKkcnkipsmhM5LMnlJF1LYURMqJ78OSw6BjQ9/YabfDMReEV5OIyBhRGKkglmmwz6QqIpZJNu8RjRS2/KqPSJnZ9jp8593FY194Eer2CaceEZExpjBSYeKOxb6Tq9RLpFw98x341TV911MPhc+tBEN/jiJSuRRGKlBP+/fC4XcKJGXB9+DWt0F6e9/YB++Ed58TXk0iIuNEYaTE9O+YuqchoqenyM7Nzkbr68so2/IKLD22eGzBy1A7I5x6RETGmcJICdlViBguzw/Y3Jkh7/nEHauo2VnO9ff668so+/2t8Juv913PeDdc+Bs9lhGRCUVhpETsKkSMZAbD9X1cz8cyDTI5D8s0cD2frOuxpTO7119fRonnws1NkE/1jf3zPfDOj4ZXk4hISBRGSkRPiIg71o5D7dijjqm2adKd9XilpR0wwA/Yr7GahtrYqHx9GQXN/wfLji8e+9LfobohnHpEREKmMFIibNPEtkzSOY+4U3hkE7FM7J1a6+9uzYfnB2xPZfB8sE1o7sri+gG1ToTAYLdfX8bYb75eeDTTY9/3wCd/qccyIjKhKYyUiJ7TeDd3ZsjsCAo7d0wdzpqSrOsRBAazJ1exPZVjZjKOR0A67xF3LEzDGPLryxhyc/D1qcVj//IDeMcZoZQjIlJKFEZKyK5O4x3umpKobRGLmLSmsrhuQM73qYlGqE1E8P2AaclCANFumnG08QW4+8TisSvWQNXkUMoRESk1mqMvMZZpDNq6vWdNiWObeH6AY5u4nr+jl0ghrKRyLq7v87aptSRjDpm8h2UY7DslgecH2JZJ1LbUGn48/eqa4iDytnlwfbuCiIhIP5oZKUGDrQuxzUII2bC1G9s0cP2AabUxbLOwzmTd9m5aOjIYwNTaGO+YWceBjbW0pXOYBr2PdRRCxkk+Azc2Fo997MdwyKnh1CMiUsIURkrMrtaFBBRO5TWMvtN5PT9gY1uKtdtTRG0TTIPNHRkilsm+k6uYVO2oydl4W/9n+N4/Fo9d+SbE60MpR0Sk1CmMlJBdrQspBAqDfadUYWAQEJB3fdpTed7a3k1rKkdN3GZSIopn+GTzhW27hUcy2ro7bh77Evzpnr7rQz4AH3sgvHpERMqAwkgJ2VWvkZ6tvzm3J6j42IZReAyDgWUatKfypHIuk+JRorVW0bZdtYEfY7kU3DS9eOwT/wkHzgunHhGRMqIwUkJ21WtksK2/yXiEbV1ZmiYniNomzZ0Z8nmfyVOjTE/Ge0PHaLSZl1146xn4/vuLx65aB7HacOoRESkzCiMlpCdwbGpP05HKE41YRYtO+2/9NTAK/2sY5D2fqbUxEo5NzDHZb0oNjl2YFRmtNvMyhF9cDM//sO/68I/CR+4Z+n4RERlAYaQEmYBhGIPuu7ZMg5wLmzvTuJ5Pd9Zle3eOAIhFTJomJXuDCIxem3nZSbYLFs8sHjv3Udj/xMHvFxGRIanPSAnpmcVwg4CauI0bFK49PxhwT97zidgm27tzuK7PzLo4k6qidGbzRfcXZlACtnflyLoe6ZyHrTbwe2fNUwODyMINCiIiIntIMyMloqdpWdb1qIraQ85i9J/pSGU9WjNZXBeqU1mmVsd6G6FZpkVXxuX1zZ2sb03RnXWZXB2laVKChjr1G9ljP/0U/N9P+67ffS588Dvh1SMiUgEURkpAzzqObN5jW3eWXN6nvtoZ9DC7nkWuXRmX1lSWdLaw5Teb89nQlmaf+gS2Wfj8s29sY/WmdkwTkjGHrOsBEBDg+YECyUhk2uHmfYrHzn8c9p0bTj0iIhVEYSRk/R+7VMVscp5PZyaPEym0bt+5a2rPItf1rSnaUnkcqxBUWtM5aqI2dVUOABvaUmxqS2FZJvGIRcbzIZ1j7fYUnh+QiNraVTNcf/81PHBm8djVzRCJh1OPiEiFURgJmesXGpRFbBMDg/oqB8cymZ6Mk3DsQWcvenbVNLensAyDuoTDtq4ssYhNwrF3PMoJiEUscn5AEEAu79GR9phSHS+EHtfXrprh+PHZ8MpjfdfHXgSn3hpePSIiFUhhJGR5N2Bbd5Z03qc6ZpGI2NTEIkMGkR6mCZOr4nTl8vhBQH3CIRqxeruuVjkWyXiEvO/TmsqTd32mVsfYd0qi96A87arZhXQrfGN28dgFK2DW0aGUIyJSyRRGQuT5hSBSE41gmR5d6TyeFzB7cvVuZyts06QqZmFZ4HoBG9pSxPIeze0ZpifjNCbj5DwfxzKZWh1nUiJCzLEwjUJ/ksHWo8gOqx+DB88uHrtmM9jRcOoREalwCiMh6tkZU1/tMAmDjOviegERe/ePTXrWjry1tYuXN7Xj+wEz6uOkci6b2tNMS8aYPaWaWZMSAERtq/fRTE8HV53iO4j/+DC8/pu+6+M+D6d8Lbx6REQmAIWREBW3f7fw/UJoGO5shWUa5P2AqojFlNoYOS9gS2eGIDBI5zyiEYNptQmqY4U/5v4dXHVGzU66t8KtBxSPXfQ7mHFkKOWIiEwkCiMhGuy8meHOVqRzHhvaunc0SYPWVJas6/PG1hR1cRvbMHADny2dWQ6fWd8bSCzT0BqRnf3tEXj4k/0GjB2PZZywKhIRmVAURkK2J7MVPduBPR9qYhEyOY/1rWkIAuK2ScQwac3kmJGM05ktPLbZ39n9OpQJJwgKB9ytXdk39t4vw8lXh1eTiMgEpDBSAkY6W9Gz1qQ6ZhOzLfKeR2sqz4y6KIZhsrUrQ+AFdGbyJKIWQRBo18zOOlvg9oOKxz77DDS+I5x6REQmMIWRMrTzWpNkzGF6MmBqTZRoxGRTW5otqTSuEeAHDvUJtGumv788BI9c1HftVMOVb4GlfxxERMKgf/uWof5rTbZ35mlLZ6mNRejK5gkCm2nJOHXxCFWxQgO0wA+74hIRBHD3ibDpL31jJ18L7/1SeDWJiIjCSLnw/KBoXUncsaiLO7y1rYtc3icaCaiyI9gWzKyLYxoGW7uzWJ7Blq4M0zNxkolI2D9GeDo2wh2HFo9d/CeYetDg94uIyLhRGCkDPQfpuZ6PvWPHjWObhTEf6quj5D2fdN4lbtiYVsCmzkxhwappwI7matWxXXd1rVjP/Ts8emnfddVU+OIroDU0IiIlQWGkxPU/SC/uWL3BZGpNlCAIqI5Z5L0A3w9Yuz1FQ02MydUR8q5PJGoRtS2SicjEXMQaBLD0WNj6at/YKTfCcZeEV5OIiAygMFLienbOxJ1CM7S4A5mcB0A0YpHwbDqzedZtT2GbBrMmxQkCiEVcqqMRkokIOdefeK3f29bCksOLxy59DiYfMPj9IiISGoWREle8c4beM2WitkVDTQwAA4OGGo+ZkxIk4w6u7+N5MSK2UZghmWit35+9B5b3W5Sa3Acu+0vhdEERESk5CiMlbucuraZhUBcvdAbtaZiWdQtbfPOeTyrnknN9qmIW05NxAoKJ0/rd9+Fb74T2dX1jp94Gx14YXk0iIrJbCiMlqv/umZ7Q0ZnJ09adY2tXhrZ0YbYj7lgkHJuaaITVzW3kvICEY3FwYxLHnkAzAdteh++8u3jsCy9C3T7h1CMiIsM2gX5blY90zmN9a4r121Osb02R3rFGpD2dxw0CYjtmQQot4QO6Mi6vbekgm/eJ2hZVkQid2Tw51yfrenh+EPJPNMaeubM4iEw9BBa1KYiIiJQJzYyUmF3tnhlsIWvW9djUniad93u3+KbyLm5nsGN9idG7HTjuVNhOGt+D2w6C1Na+sQ9+B959bng1iYjIiCmMlJhd7Z4ZbCErMGCL71vbujExaEzGaJqc6J1FmVWfqJy1I1tehaXHFI9d/hIkZ4ZTj4iI7DE9pikxPbtnujIunZk827tyGIbRu3smYplkdgSRhpoYUdsqbPGN2IDPuu0pDAMm10SxbZP2VB7HNnE9H9evkL7wv7+tOIjMeFfhsYyCiIhIWdLMSImxTIOaaIQ3tnayuT2LaRkc1FBLzvV7F7K6vo+BQUBhLcjkqig518fzAqbWxJhRF6c755LJFx7jdGVcqqJ2+fcZ8Vy4uQnyqb6xD98NR5wVXk0iIrLXFEZKjOcHtKVzEBhMTUaxDZO2dI6W9jRNk6uwTIOcC5s70ztmOwIMAKMQZGoTNn4QUBePsCHrEgCxiFX+fUZa/gZ3HVc89sVXoaYxnHpERGTUKIyUmJ6ZDNsyqIlFCQhIZV0ybs9jFrN3gatjm2zc2k0A1MejrG5pJ5vzSUQtZk+pYZ/6BHVVDjWxSHkHkd/eBL/7Rt/1PsfB+cvBKOOfSUREeimMlJB0zqO5PUNbd5bNXVlyrk80YuH5ARHLwPMDPN/rXeDq+2BbBjnXZ83WTvwAahMRbNOgK5vj0Om15b2Dxs3B1xuAfluT/+V+eMeHw6pIRETGgMJIiejZ0usHATMnJ8j5Ptu7czRUR6mriuL6AZva0liGgesXtu0WFqYGpHesD4k5FgknQm3cpjvr7phJKdMwsvEFuPvE4rErXoeqKaGUIyIiY0dhpETsvKX3oGm1dKTyTK+L057O4+9odpbOeRiAaRhkch51CYdk3KEr10F3xqUuEaE9laM6ZhO1yzSI/OpaeObbfdcHnAznPBJePSIiMqYURkrEzgfi5VyfmniEuGPRlsoN6DtSF3fYnsoQjRRO433H9Dpe3tTGhu0ZElGTt8+oK7928G52x2OZfj72IzjktHDqERGRcaEwUiJ2PhCvp4+IYw88tdc2jMKOGwyqohbtqTxbuzLsP7Vmx0m9QW8b+LJZuLr+z/C9fywe+/IbkJgUTj0iIjJuFEZKSP8+Iv1P2t05pCTjEbZ1ZYk7Fq4X0JrKsn57hml1ELdNMKArk2dSlUNdwgn3hxqO5VfAs3f3XR/yAfjYA+HVIyIi40phpMRYpoFlFq/12DmkQOHQvK6MS3smRyrrUeVYNLeliToWDdVRAqCtO1fa23pzKbhpevHYJ34KB74vnHpERCQUZbaoYOKyTAPbNHtbujfUxDANg+6MRzLhsH9DDXHHIvADTNNganWUXCm3gH9r5cAgctVaBRERkQloj8LI0qVLmT17NrFYjDlz5vDss88Oee8999zDCSecQH19PfX19cybN2+X98vg0jmP9a0p1m9PsW5bN1nXY1Z9gqZJcZLxCMmEzaSEs6OvSMCmjgzburPk3WC3X3vcPXopfP+f+q4POxOub4dYMryaREQkNCMOIw899BALFixg0aJFPPfccxxxxBHMnz+fzZs3D3r/U089xcc//nF++9vfsnLlSpqamjjllFPYsGHDXhc/UfT0IMl7hVmOta0p/m99G5va00xKxIhaJp1pl2TcIR6xyOZ9qqM2NdEI27qzeH6JBJJsF1yfhOf+vW/s3F/AmfeGV5OIiITOCIJgRL+p5syZwzHHHMOdd94JgO/7NDU1cemll3LVVVft9vWe51FfX8+dd97JueeeO6zv2dHRQTKZpL29ndra2pGUW3Y8PxiwgDXreqzfniJim2zpzJLJe5gGJOMOtmmQdX22dmbw/IAgMJg1OU4y7hAQkMl5zJqUCL/nyJrfwb9/sHhs4QaIVodTj4iIjLnh/v4e0QLWXC7HqlWrWLhwYe+YaZrMmzePlStXDutrpFIp8vk8kyYNvWUzm82SzWZ7rzs6OkZSZtlK5zw2d2ZwPR97x9benv4itmXSmcmTzXsEQNS2iDsWb23txg8CnIiF7Qe0dGRw2g2qojY51ydimeGf1vufF8KLP+m7ftc58KE7w6tHRERKyojCyNatW/E8j8bG4pNSGxsbWb169bC+xpVXXsmMGTOYN2/ekPcsXryYG264YSSllb3+j2LiOzqtbu7MMKs+0duDJPADtvs5AJKJCKmcix9A1DapjkYIKMyq+EAq6xF3Qj6tN9MBNzcVj53/37DvcYPfLyIiE9K4/ifzzTffzIMPPsgjjzxCLBYb8r6FCxfS3t7e+7Fu3bpxrDIcO7eDL/QQ6dsNE3csmiZX8c5Z9cysT0AAVRGbackYfgCd2TzdWRfLNNmnPsE+kxPMqk+Ed1De358cGES+sklBREREBhjRzMiUKVOwLIuWlpai8ZaWFqZNm7bL1952223cfPPNPPnkk7zzne/c5b3RaJRoNDqS0srezu3g0zsanPV/xGKZBslEhOqY3buuJOf6WKbBlo4MPjCtNsaMMEMIwIOfgNW/7Ls+9iI49dbw6hERkZI2ojDiOA5HHXUUK1as4IwzzgAKC1hXrFjBJZdcMuTrbrnlFm688UaeeOIJjj766L0quFIN1Q5+sEcs/RujxR2LtzXU0DQpARTWkoT2WCbdCt+YXTx2wQqYpT9zEREZ2og7sC5YsIDzzjuPo48+mmOPPZYlS5bQ3d3N+eefD8C5557LzJkzWbx4MQDf+MY3uO666/jRj37E7NmzaW5uBqC6uprqau2k6G+odvC7Y5kGCSfkZrqrl8ODHy8eu7oFIkM/jhMREYE9CCNnnXUWW7Zs4brrrqO5uZkjjzySxx9/vHdR69q1azH7PVq46667yOVynHnmmUVfZ9GiRVx//fV7V30FGqwdfMn74UfgtSf7ro+7FE75enj1iIhIWRlxn5EwTKQ+I2Wlexvcun/x2EW/gxlHhlKOiIiUljHpMyLjZ7DmZyXlbz+Hh88rHrtmC9hlcEqwiIiUFIWREjRU87OSEARw/2nw1h/7xt57BZx8TXg1iYhIWVMYKTGDNT9raU/TkIyFu1MGoGsz3HZg8dhnn4HGd4RTj4iIVASFkRKzc/MzA491rSnSeY9E1A5vluSvP4GfXdh3HUnAVevA0l8hERHZO/pNUmIMDPwAujIuccdiQ1saA6iKFc6a6d8iflwEAdxzEmx8vm/s5GsKj2ZERERGgcJICelZK5J3A9ozWeI5GxOYXh/vfUSTyXlkXQ/LNMZ+cWvHRrjj0OKxi5+FqQeP3fcUEZEJR2GkRPRfK5KssrF2PImpitoEQeHxTTrn4fsBze2Fxa2GYTA9Gac6NgZ/jM/9Bzzar6tuYjJ86e9Qbj1QRESk5CmMlIid14pUx2wyOY8p1THa0jkyOQ/bMMgSkMq5pPIuXRmPrV0ZDp9ZP3qBJAjgu/8AW/qdwvy+r8Hxnx+dry8iIrIThZESsfNBeV0ZF8sstIivjhVaxHt+wPrtKVJ5F983SMYjtKdyNHek2M+p2ftHNm1rYcnhxWOXPgeTD9i7rysiIrIL5u5vkfHQc1BexDJp73bZ3p0lm/fZ1J4m5/pEbYuobWEYBl0ZD9OAVM4l4dj4Ox7j7JU/fa84iCSb4LpWBRERERlzmhkpIXHHYnoyzltuN5OqolTH7N5FrT07aKYn42xo6+aNLV04EZMaJ0J9lYNt7mGu9H349hGFWZEep94Gx1449GtERERGkcJIiQkIMA1IRG1s0yTuQCbn4fo+lmkRdyym1STw/ICobeEHsMcPZ7avgW+/q3jssr9C/b57+2OIiIgMm8JIidl57Ug65xGxzN6ZD9f3idgGBzb2HTiUd/3esDJsK5fCE1/pu55yUGHbrlGC5+CIiEhFUxgpMT1rRzZ3ZsjsCCINNbHexan9w4pjm+Rcn1jEGv5jGt+D2w+G7i19Y6d/G446b+jXiIiIjCGFkRLj+QGmCdOTcQKCosZmPSf5JiI2G9tSZPI+sYjJwY3J4e2k2fp3uPPo4rHLX4LkzDH4SURERIZHYaSE9D+t1zIMauIR4k5hF01PK/hs3mNbd5aqSITGpEXeDejM5kkmIrsOJH+4HVZ8te96+hFw0e/0WEZEREKnMFIi+ndgNYC/b+mkI5VncnWUabVxDLPwCCdim6TzPpbpMcWOErWDogWuA7+wC9/YF3JdfWMf/jc44mPj9rOJiIjsisJIiejpwOrYJs3tGTozLj4BABvau7ENk/0aqnd0Z7XoSufJuC6+T9EC1yItL8Fdc4vHvvgq1DSOw08kIiIyPGp6ViJ6FqZ2ZvKkcy65vIdpGsR2PKbxdpzkGxCQiNjEHQvXCwYscO3128XFQWSfubCoTUFERERKjmZGSkTPLprAD3gj3c1bW7uJOhZbO7M01sQ4sKGWWMQik/OoiUWYPbmaiD3Iyb1eHr7eAEG/jqxnfh8O++fx/6FERESGQWGkhMQdi8ZknL9v7mJaMk7G82huzZDJ+ew/tabQLn6wANJj01/h304oHrvidaiaMj4/gIiIyB7QY5oS4/o+tmVw8PRaplbHmJp0CAhYt72bjW2poYPIrxcVB5H9T4Lr2xVERESk5GlmpMREbYtYxGR7d5YtnWm2d+dJRG26sy5rt6eYNSlBwun3x+ZmC49l+jvrATj0A+NbuIiIyB7SzEiJcexCE7OobbGlM4tlGOw3uYrAgPZUDs8P+m5ev2pgEPnyGwoiIiJSVjQzUoImVTscPXsSqbxLJlto+x4AtTG77xHNf18J/7us70UHnwYf/1Eo9YqIiOwNhZESVR2LcHBjLRvb0hgGVDkwoy5ONMjB9ZOLbz77YTjolHAKFRER2UsKIyXKMg2aJlXhWCYZ1ydmm0zv+AvWslOLb7xqLcSS4RQpIiIyChRGSljcsWiaXIXr+0SWL8B87v6+Tx72ETjzvtBqExERGS0KIyXOclNYN80oHjzn53DASaHUIyIiMtoURkrZG7+HH5xePLZwA0Srw6lHRERkDCiMlKqfXQR/fajv+sj/B2csDa8eERGRMaIwUmoyHXBzU/HYJ5fD7OPDqUdERGSMKYyUkteehB9+pHjsK5vASYRTj4iIyDhQGAmR5weFs2hME+vhc+HlR/s+ecwFcNrt4RUnIiIyThRGQpLOeWzuzOB3b2e/+w4r/uSnnoSmY8IpTEREZJwpjITA8wM2d2aIvP4EM5afX/zJq1sgEgunMBERkRAojITA9X2m/OL/UbX2N71jbUdchHPaYizDwPaDvjNoREREKpzCyHjr3kb01v2J9htad+Zy0lMOx27PEAQBtmXSUBMj7lihlSkiIjJezLALmFBe+gXcun/R0OufXoPXeAQB4AcBMcci7/ls7syQc32yrofnB+HUKyIiMg40MzJe7v8AvPmHvusTvoR30jXM8n08P2B9awrTBN8vHJLXnsqR9zwMDM2UiIhIRVMYGWtdm+G2A4vHPvNHmHYYFmCZFl0Zl21dWdpSeVwvwDQg7/vsN6WaKTXR3p03s+oTWksiIiIVR49pxtJfHy4OInYcrt0K0/q28np+wLbuLAnHxvV92jN5sp5HxLTI7pgZiTsWrufj+n4IP4SIiMjY0szIWAgCuOdk2Phc39hJ18CJVwy41fV9XM+nKmqTjDlMqooS+AGGCV0Zr3fNSMQysU1lRxERqTwKI6OtYyPccWjx2MXPwtSDB73dNk1cP6C5LU1rOkcm7zOzLk6t42AaefKuTzRi0VAT0yMaERGpSAojo+n5H8IvLu67jtfDFa+DueuFpwZgmAbJeATXy5FzfWrjNvs3VBOxjUK7eAURERGpUAojoyEI4K7jYPNLfWPv+xoc//ndvtT1fSzTYPaUKgBmTwnI5DwakjESjv54RESk8um33d5qWwdLdjpb5tLnYPIBw3q5bZrYlknO9XFsk1TOpSpiE7W1jVdERCYGrYjcG3+6tziI1M6E61oHDSKeHwzawMwyDRpqYvh+wFtbu2ntypH1fHKuds6IiMjEoJmRPeH78J13QeubfWPvvwXmfHrQ23v6hLieP2gDM8cuzI5Mro5SHbPJub76ioiIyIShMDJS29+Abx9ZPHbZX6B+9qC395zQm/d84o41oIGZ5wekci6u55NMRHoXq2Zy3o71JHpcIyIilU1hZCRWfheeWNh3PflAuORPYAw9e9HTRyTuWNimSdyhN2jkXGhpT9Od82hP5UjnPWrjEXKuTyxiqa+IiIhMCAojw+F7cPsh0L25b+z0b8FRn9ztS3sWqKZzHnEHujIupmHg+7BuezfNHRls02B7Ksf61hTJuENNzOaQ6Uk9ohERkQlBYWR3tv4d7jy6eOzyv0Fy1rBe3rNAdXNnhrbuHB2ZPMlYlLXbu1m3vZu4YxOxTNpTObZ1Z0kmImQ9n61dGZKJiAKJiIhUPD0H2JU/3FEcRKYdDovahh1EesQdi+nJONGIyaSqKMmqwiLV9lSeVM5lU3uG17d30Z7O4dgGjm3S0pEh63qj+/OIiIiUIM2MDMZz4Zb9INvRN3bGMjjy43v8JQMCDAyqY4W1IMlEhJpYhO1dObpzHum0ixOxWLs1w5QaB9suPNqJ2taA2RHPD3B9X51ZRUSkIiiM7KzlJbhrbvHYF1+Bmml79WV3XjuSc31m1MUxDAOCLE2TErgevNHayZqtAZNrohgB7Dulin0mVeHYJq7vk3cLp/wOtU1YRESk3OzRY5qlS5cye/ZsYrEYc+bM4dlnn93l/Q8//DCHHHIIsViMww8/nOXLl+9RsWPuqZuLg0jTnMJjmb0MItC3diRimWRyHhHLZPaUavaZnKC+yuGwmfXEHBMrANs2qXEidOXzbGpL89rmTl7b3MmbW7p5cUMrnZk8EdukK5unpT09oJGaiIhIORlxGHnooYdYsGABixYt4rnnnuOII45g/vz5bN68edD7n3nmGT7+8Y/zqU99iueff54zzjiDM844g//7v//b6+JHjZeHr06Gpxb3jX3kXvjUr3a5bXeketaONNTGmJ6MUx2zmVmXoCZuk867VMccGmsTTK+JM6M+gW1YdGZc/rqujddaOtncmaatO0dbd47m9gztqTzrWlN0ZdxRq1FERGS8GUEQjOg/q+fMmcMxxxzDnXfeCYDv+zQ1NXHppZdy1VVXDbj/rLPOoru7m1/+8pe9Y//wD//AkUceybJly4b1PTs6Okgmk7S3t1NbWzuScndv01/h304oHvvSa1A9dXS/D0N3Yu3KuKzZ3MXLze1s6cximhC1LNzApyPjks25HNSYJGIbuJ6P68H0+hi2ZRL4ATPrE+w7uUrrR0REpKQM9/f3iGZGcrkcq1atYt68eX1fwDSZN28eK1euHPQ1K1euLLofYP78+UPeD5DNZuno6Cj6GBP/s6w4iOx3IlzfPiZBpH8n1phjkfcKLd89PyDuWFTHbQ5qrOHwmUmqIw5buzKYBiRsk9pYhO5cYfajK+NhEBAxDRIRixn1cYKgsKBVRESkHI1oAevWrVvxPI/Gxsai8cbGRlavXj3oa5qbmwe9v7m5ecjvs3jxYm644YaRlLZnHr+y7/+f9QAc+oEx+1a76sQKEAQBDckYjck4DckYa7ZEmJaMsa41RS4fkM65pHMeNVGL/RpqCgFmxzk2EctUt1YRESlbJfkbbOHChbS3t/d+rFu3bmy+0cd+BNPeCV9+Y0yDCBTvpnF9n3TOw94RIvp/LiDANAwmVTnEIzZTqqL4QUB11KahJso7ZtVx8LRaqqI2+R1BpKEmpkc0IiJStkY0MzJlyhQsy6KlpaVovKWlhWnTBt9xMm3atBHdDxCNRolGoyMpbc8cclrhYxz078Tas5umf4jo/7lYxOLgxiSd2TxBUOhPUhWNUBe3aUzGiTsWccdSrxEREakII5oZcRyHo446ihUrVvSO+b7PihUrmDt37qCvmTt3btH9AL/+9a+HvL+SxR2LWfUJZk1KMKs+UdQfZOfPTap2mFWf4G2NNRyz32QOnVFD0+Sq3tdYpjFoQzQREZFyM+KmZwsWLOC8887j6KOP5thjj2XJkiV0d3dz/vnnA3Duuecyc+ZMFi8ubJO97LLLOPHEE7n99ts57bTTePDBB/nzn//M3XffPbo/SZmwTAPLHLxJ2c6f29W9IiIilWLEYeSss85iy5YtXHfddTQ3N3PkkUfy+OOP9y5SXbt2LWa/xZTHHXccP/rRj7jmmmv4yle+woEHHsjPf/5zDjvssNH7KURERKRsjbjPSBjGtM+IiIiIjIkx6TMiIiIiMtoURkRERCRUCiMiIiISKoURERERCZXCiIiIiIRKYURERERCpTAiIiIioVIYERERkVApjIiIiEioRtwOPgw9TWI7OjpCrkRERESGq+f39u6avZdFGOns7ASgqakp5EpERERkpDo7O0kmk0N+vizOpvF9n40bN1JTU4NhGKP2dTs6OmhqamLdunU682YM6X0eP3qvx4fe5/Gh93l8jOX7HAQBnZ2dzJgxo+gQ3Z2VxcyIaZrMmjVrzL5+bW2t/qKPA73P40fv9fjQ+zw+9D6Pj7F6n3c1I9JDC1hFREQkVAojIiIiEqoJHUai0SiLFi0iGo2GXUpF0/s8fvRejw+9z+ND7/P4KIX3uSwWsIqIiEjlmtAzIyIiIhI+hREREREJlcKIiIiIhEphREREREJV8WFk6dKlzJ49m1gsxpw5c3j22Wd3ef/DDz/MIYccQiwW4/DDD2f58uXjVGl5G8n7fM8993DCCSdQX19PfX098+bN2+2fi/QZ6d/pHg8++CCGYXDGGWeMbYEVYqTvc1tbGxdffDHTp08nGo1y0EEH6d8fwzDS93nJkiUcfPDBxONxmpqauPzyy8lkMuNUbXn6/e9/z+mnn86MGTMwDIOf//znu33NU089xbvf/W6i0Shve9vbuP/++8e2yKCCPfjgg4HjOMF9990X/O1vfwsuvPDCoK6uLmhpaRn0/j/+8Y+BZVnBLbfcErz00kvBNddcE0QikeDFF18c58rLy0jf57PPPjtYunRp8Pzzzwcvv/xy8MlPfjJIJpPB+vXrx7ny8jPS97rHG2+8EcycOTM44YQTgg996EPjU2wZG+n7nM1mg6OPPjo49dRTg6effjp44403gqeeeip44YUXxrny8jLS9/mBBx4IotFo8MADDwRvvPFG8MQTTwTTp08PLr/88nGuvLwsX748uPrqq4Of/exnARA88sgju7x/zZo1QSKRCBYsWBC89NJLwXe+853Asqzg8ccfH7MaKzqMHHvsscHFF1/ce+15XjBjxoxg8eLFg97/0Y9+NDjttNOKxubMmRN8+tOfHtM6y91I3+edua4b1NTUBD/4wQ/GqsSKsSfvteu6wXHHHRd873vfC8477zyFkWEY6ft81113Bfvvv3+Qy+XGq8SKMNL3+eKLLw5OPvnkorEFCxYExx9//JjWWUmGE0a+/OUvB+94xzuKxs4666xg/vz5Y1ZXxT6myeVyrFq1innz5vWOmabJvHnzWLly5aCvWblyZdH9APPnzx/yftmz93lnqVSKfD7PpEmTxqrMirCn7/VXv/pVGhoa+NSnPjUeZZa9PXmfH330UebOncvFF19MY2Mjhx12GDfddBOe541X2WVnT97n4447jlWrVvU+ylmzZg3Lly/n1FNPHZeaJ4owfheWxUF5e2Lr1q14nkdjY2PReGNjI6tXrx70Nc3NzYPe39zcPGZ1lrs9eZ93duWVVzJjxowBf/ml2J68108//TT33nsvL7zwwjhUWBn25H1es2YNv/nNb/jEJz7B8uXLee211/jc5z5HPp9n0aJF41F22dmT9/nss89m69atvOc97yEIAlzX5TOf+Qxf+cpXxqPkCWOo34UdHR2k02ni8fiof8+KnRmR8nDzzTfz4IMP8sgjjxCLxcIup6J0dnZyzjnncM899zBlypSwy6lovu/T0NDA3XffzVFHHcVZZ53F1VdfzbJly8IuraI89dRT3HTTTXz3u9/lueee42c/+xmPPfYYX/va18IuTfZSxc6MTJkyBcuyaGlpKRpvaWlh2rRpg75m2rRpI7pf9ux97nHbbbdx88038+STT/LOd75zLMusCCN9r19//XXefPNNTj/99N4x3/cBsG2bV155hQMOOGBsiy5De/J3evr06UQiESzL6h079NBDaW5uJpfL4TjOmNZcjvbkfb722ms555xzuOCCCwA4/PDD6e7u5qKLLuLqq6/GNPXf16NhqN+FtbW1YzIrAhU8M+I4DkcddRQrVqzoHfN9nxUrVjB37txBXzN37tyi+wF+/etfD3m/7Nn7DHDLLbfwta99jccff5yjjz56PEoteyN9rw855BBefPFFXnjhhd6PD37wg5x00km88MILNDU1jWf5ZWNP/k4ff/zxvPbaa71hD+DVV19l+vTpCiJD2JP3OZVKDQgcPQEw0DFroyaU34VjtjS2BDz44INBNBoN7r///uCll14KLrrooqCuri5obm4OgiAIzjnnnOCqq67qvf+Pf/xjYNt2cNtttwUvv/xysGjRIm3tHYaRvs8333xz4DhO8NOf/jTYtGlT70dnZ2dYP0LZGOl7vTPtphmekb7Pa9euDWpqaoJLLrkkeOWVV4Jf/vKXQUNDQ/D1r389rB+hLIz0fV60aFFQU1MT/PjHPw7WrFkT/OpXvwoOOOCA4KMf/WhYP0JZ6OzsDJ5//vng+eefD4DgjjvuCJ5//vngrbfeCoIgCK666qrgnHPO6b2/Z2vvFVdcEbz88svB0qVLtbV3b33nO98J9tlnn8BxnODYY48N/ud//qf3cyeeeGJw3nnnFd3/k5/8JDjooIMCx3GCd7zjHcFjjz02zhWXp5G8z/vuu28ADPhYtGjR+Bdehkb6d7o/hZHhG+n7/MwzzwRz5swJotFosP/++wc33nhj4LruOFddfkbyPufz+eD6668PDjjggCAWiwVNTU3B5z73uaC1tXX8Cy8jv/3tbwf9d27Pe3veeecFJ5544oDXHHnkkYHjOMH+++8ffP/73x/TGo0g0NyWiIiIhKdi14yIiIhIeVAYERERkVApjIiIiEioFEZEREQkVAojIiIiEiqFEREREQmVwoiIiIiESmFEREREQqUwIiIiIqFSGBEREZFQKYyIiIhIqBRGREREJFT/P1cmQBVKTQalAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels_predicted = model.predict(curves_n[-200:,:])\n",
    "print(labels_predicted.shape)\n",
    "\n",
    "for i in range(7):\n",
    "    plt.plot(labels_predicted[:,i], labels_n[-200:,i],'.', alpha =0.1)\n",
    "    plt.plot(labels_n[-200:,i],labels_n[-200:,i])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "211c859b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/5\n",
      "15/15 [==============================] - ETA: 0s - loss: 0.1911 - mean_squared_error: 0.0593INFO:tensorflow:Assets written to: DensNetNA\\assets\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: DensNetNA\\assets\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "15/15 [==============================] - 96s 4s/step - loss: 0.1911 - mean_squared_error: 0.0593 - val_loss: 0.2239 - val_mean_squared_error: 0.0742\n",
      "Epoch 2/5\n",
      "15/15 [==============================] - 31s 2s/step - loss: 0.1774 - mean_squared_error: 0.0537 - val_loss: 0.2247 - val_mean_squared_error: 0.0774\n",
      "Epoch 3/5\n",
      "15/15 [==============================] - ETA: 0s - loss: 0.1666 - mean_squared_error: 0.0485INFO:tensorflow:Assets written to: DensNetNA\\assets\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: DensNetNA\\assets\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "15/15 [==============================] - 63s 4s/step - loss: 0.1666 - mean_squared_error: 0.0485 - val_loss: 0.2182 - val_mean_squared_error: 0.0712\n",
      "Epoch 4/5\n",
      "15/15 [==============================] - ETA: 0s - loss: 0.1636 - mean_squared_error: 0.0471INFO:tensorflow:Assets written to: DensNetNA\\assets\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Assets written to: DensNetNA\\assets\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "15/15 [==============================] - 58s 4s/step - loss: 0.1636 - mean_squared_error: 0.0471 - val_loss: 0.2173 - val_mean_squared_error: 0.0690\n",
      "Epoch 5/5\n",
      "15/15 [==============================] - 24s 2s/step - loss: 0.1598 - mean_squared_error: 0.0454 - val_loss: 0.2321 - val_mean_squared_error: 0.0813\n"
     ]
    }
   ],
   "source": [
    "model = tf.keras.models.load_model('DensNet_N')\n",
    "\n",
    "model.compile(optimizer='adam',\n",
    "              loss='mean_absolute_error',#mean_absolute_error\n",
    "              metrics=['mean_squared_error'])\n",
    "\n",
    "model_checkpoint_callback = keras.callbacks.ModelCheckpoint(\n",
    "    filepath='DensNetNA',\n",
    "    monitor='val_loss',\n",
    "    mode='min',\n",
    "    save_best_only=True)\n",
    "\n",
    "history = model.fit(curves_c[:900,:,:],\n",
    "                    labels_n[:900,:],\n",
    "                    epochs=5,\n",
    "                    batch_size=64,\n",
    "                    verbose=1,\n",
    "                    validation_data = (curves_c[-100:,:,:], labels_n[-100:,:]),\n",
    "                    callbacks=[model_checkpoint_callback]\n",
    "                   )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "fe97162a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "7/7 [==============================] - 4s 292ms/step\n",
      "(200, 7)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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P6erq6hc4LCv3peP7w18wKLKntM5DZAxY/4f+QeTy9QoiE0zJW3uXLl3K2WefzRFHHMFRRx3FihUrSCQSnHPOOQCcddZZzJo1i+XLlwNwyimncNttt/He976XBQsW8Nprr3H11Vdzyimn9IQSkaBonYdIgP7nEnj23vz1wR+D04rvzJTxreQwsmTJErZt28Y111zDli1bmDdvHo899ljPotb169cXzIRcddVVGIbBVVddxTvvvMPUqVM55ZRTuOGGG0butxDZA0HcIhKZ0DIJuHFm4diZD8Pc4wMpR4Jn+BVwr6S9vZ26ujra2tqora0NuhwRERmuN38LPzilcOyKjRCpCaYeKauhfn/rbBoRERkdP7sA/vJA/nre/wenrgyuHhkzFEZERKS8Uu1wU1Ph2KdWw5xjgqlHxhyFEZmwxsNJwSJj3mtPwA8/Vjj21c0QjgdTj4xJCiMyIXV3W3VcD3vXlt7RarYmMmE8cCa8/Ej++sjz4ORbg6tHxiyFEZlwxstJwSJjVnInfGNO4di5T0DTkYGUI2OfwohMOP3bwENq10F92uIrsode+V/48ScKx65shlA0mHqkIiiMyISjNvAiZXLfv8Dff5G/XngRLFZPKdk9hRGZcII8KVhkXEpsh2/uWzh2wZMw872BlCOVR2FEJiS1gRcZIS/9N/zkrMKxq7aBHQ6mHqlICiMyYfTdyqs28CJ76N4PwVu/y18f+yX4x6uDq0cqlsKITAjayisygjq3wi3vKhz7zO9h+sHB1CMVTyv2ZNzrvZU3GrbIuh5bO1K43uDHMrmeT9pxd/s4kQnlLw8WBhE7Cle3KIjIHtHMiIx7w9nKq5kUkT58H773j/DOs/mx46+C474cXE0ybiiMSEUqpZV7qVt51RRNpI/2zXDbgYVjFz4DUw8Iph4ZdxRGpOKUOmtR6lbekWyKpvNvpOI9/0P47wvz17EG+PLroMXfMoIURqSiDHfWopStvCPVFE23eqSi+T7ccTRsfSk/9oHr4ZjPB1eTjFsKI1JR9mTWYqhbeUeiKZpu9UhFa90AK/osSL34OZg8N5h6ZNxTGJGKMlqt3Pe0KZrOv5GK9ce74dGl+evaWfCFv4KOS5AyUhiRijKardz3pCmazr+RiuN58J33ws638mMfvBkWfDqwkmTiUBiRilMJrdx1/o1UlB1vwrfnFY5d8mdomBNENTIBKYzImDOUHSiV0Mq9EkKTCGu/C49fkb+evB9c9Ccw9PdVRo/CiIwp420HSiWEJpmgPBduOwg6m/Njp3wL5n8qsJJk4lIYkTEjyB0o6gciE0rLa3D7/MKxS/8GdbODqUcmPIURGTOC2oEy3mZjRAb11L/BE9fmr6cfAp/+nW7LSKAURmTMCGIHivqByIThOnDzPpBuz4+dugrmnR5cTSK7KIzImBHEDhT1A5EJofkluGNh4dgXX4Ga6cHUI9KHwoiMKaO9A0X9QGTce/ImeHJ5/rppAfzr47otI2OKwohMaOoHIuOWm4UbpoPn5Mc+djccclpwNYkMQGFExpRyLSYdbLfMSM/GaGeOBG7zX+Dfjy0c+9JrUD01mHpEdkNhRMaMUheTDvVLfygBZ0/6gfSuI+N42pkjwXri2tyOmW77HAdnPxJYOSJDoTAiY0Ypi0mHOoNS7t0yveuwDIO062GZhnbmyOhz0vD1aYVjS34IB50STD0iJdAqPRkzei8mdTyPZMbFLrKYtHfAiIYtsm5uNsL1/H6v2T/gWDiuh+N5e1xv3zoSWYdt7SnCtjni7yUyqHee7R9EvvKmgohUDIURGTO6F5OGLHPQxaSlBIyhBpzh6FtHTTSED3SmnBF/L5EB/e/lcNcJ+ev9PwjXtkF8UnA1iZRIt2lkTBnKYtJStuOWc7dM3zoyjkdjbRR7N2FqqLQQVgaVTeZ2y/R2xk9g/8XB1COyBxRGZMzZ3WLSUgNGuXqXFK2jPkrYNgveazihQi3qZVDr/w/uObFw7PL1EK0Lph6RPaQwIhXH9XxME2bUxfDxh/QlX67TcwcKOt3vNZxQoRb1Mqj/uQSevTd//Z6Pwr/cO9CjRSqCwohUlGJf7pYd3Bf0YLMeww0ValEvRWUScOPMwrEzH4K5JxR/vEgFURiRilHuGYNSb6fsbtZjuKFCLeqlnzd/Bz/4UOHYFRshUhNMPSIjTP+6ScUY6i4a1/NJO27Rrb4DSWZcNu7sYuOOLjbu7CKZcQd9/FC2Fw93J89QdxXJBPHQZwqDyGFn5HbLKIjIOKKZEakYQ5kxGK01GkOZ9diTnTyjfWCgjEHpDlg+u3DsU4/CnPcFU49IGSmMSMXY3Zf7aK7RGOqtlD0JFeVadCsV4LU18MN/Lhz76iYIVwVTj0iZKYxIRRnsy30012iUMuuhUCEl+cnZ8NLD+esj/hU+9G8DPlxkPFAYkYoz0Jf7cBd+Dvd2im6lyIhKtsI39i4cO/eX0HRUIOWIjCaFERk3glijoVkPGRGvPAY/XlI4dmUzhKLB1CMyyhRGZFwZKFQMZduugoUE4r6Pw98fz1//w4XwTzcGV49IABRGZNzpGyrUWl3GpK4dcPM+hWPn/xpmHR5MPSIBUp8RqQjD6R3S/bzd9QMRGXUvPdI/iFy1VUFEJizNjMiYtyczG2qtLmPOvR+Ct36Xvz72i/CP1wRXj8gYoDAiY1qpvUP6rg1Ra3UZMzq3wS37FY595imYfkgw9YiMIQojMqaVMrMx0AzKcHfYiIyYF38K/3Vu/toK55qYWaHgahIZQxRGZEwb6szGYDMo6gcigfF9uPsDsPGP+bHjr4TjvhJcTSJjkMKIjGlD7R2SdlySGZd4pPgMykhs2y31VF+Z4No3w20HFo597v9g2oHFHy8ygSmMyJhXbGajdzDIOB5b2lK0dKTwOmBWfQwfRnRtiLYHS0mevw/++3P561gDfPl10KJpkaIURqQi9J7Z6B0MLMMg7XpYpsGMhhibdibZ1JqkqSE+YmtD+t4C6kw5vNOaYK9J1YRtLYSVXnwf7jgGtv4tP/aBr8ExlwRXk0gFUBiRitI3GLR2ZdjZmWGvKVVEbIu9p5gkUg7T6vIzF3t6e6X3IlrH8WlLZkmkHXzf6FmTIkLrBlhxcOHYRc/ClP2KP15Eeug/66Si9N1dUxMN4QOdKQfH88g4HvGITcTOz6Js3NnFxh1dbNzZRTLjlvye3YtoO1MOzR0pOlJZqqIWnu+rgZrk/OmewiBSMxOu2akgIjJEwwojK1euZM6cOUSjURYsWMAzzzwz6ONbW1u58MILmTFjBpFIhP3335/Vq1cPq2CZ2HrvrukOH421UUKWSXtXFtMwem7PjFT31e5FtJYJibRDTcymsSZGddTGcT0czyvTbytjnufBt+bBzy/Nj/3TN+CLL4N62YgMWcm3aR544AGWLl3KqlWrWLBgAStWrGDx4sW88sorTJs2rd/jM5kMH/jAB5g2bRo//elPmTVrFm+//Tb19fUjUb9MMMV219TEQ7QnM7ieUZCuR7L7aixssdekanzfwPN9bMtQA7WJbseb8O15hWOffwEm7VPs0SIyCMP3/ZL+M3HBggUceeSR3H777QB4nkdTUxMXX3wxl19+eb/Hr1q1im9+85usW7eOUGh4DX7a29upq6ujra2N2traYb2GjC/d60AMDDa3JQv6i4Qsk9kNcQA27uwq+rPhLmzVrhoB4A+r4LHL8teT9s2tD1EwFSkw1O/vkv6Xk8lkePbZZ1m0aFH+BUyTRYsWsXbt2qLPeeSRR1i4cCEXXnghjY2NHHzwwdx444247sD37tPpNO3t7QV/RHqzTIOIbeHj95n9sHpunXTPooQsc8S6r3ZvM549Ka7FqxOR58GtBxYGkQ/9G3z+eQURkT1Q0m2alpYWXNelsbGxYLyxsZF169YVfc4bb7zBr371Kz75yU+yevVqXnvtNT73uc+RzWZZtmxZ0ecsX76c6667rpTSZJwbaEdM7zUkYdvPLS4N2T23TsrRfXUkGqhJBWp5DW6fXzh26d+gbnYw9YiMI2WP8p7nMW3aNO68807mz5/PkiVLuPLKK1m1atWAz7niiitoa2vr+bNhw4Zylylj2GA7YrpnPzzP5+2WBDs7M6Td3MLW3o+J2Ja6psrwPbWiMIg0HgzLWhVEREZISTMjU6ZMwbIsmpubC8abm5uZPn160efMmDGDUCiEZeX/S/Kggw5iy5YtZDIZwuFwv+dEIhEikUgppck4NZRTe8N2bnZkcnWE6qhNxvEGPdm32HuozbsU5blw8z6QasuPnXoHzDsjuJpExqGSZkbC4TDz589nzZo1PWOe57FmzRoWLlxY9DnHHHMMr732Gl6v7Y+vvvoqM2bMKBpERHrrvyPG6red1vE8fN+nLh4iYltFHzOQkehDIuPU1nXwtUmFQWTpOgURkTIo+TbN0qVLueuuu/jBD37Ayy+/zGc/+1kSiQTnnHMOAGeddRZXXHFFz+M/+9nPsmPHDi655BJeffVVHn30UW688UYuvPDCkfstZNzq21ckmXGx+2ynHcpjihmoD0nG8Ug7rpqZTWRPfgO+uyB/Pfuo3G2Z2hmBlSQynpXcZ2TJkiVs27aNa665hi1btjBv3jwee+yxnkWt69evx+z1JdDU1MTjjz/OpZdeyqGHHsqsWbO45JJLuOyyywZ6C5EeQzm1d6gn+/ZVrA9JW8LhbSeBaTDkrbu6zTOOuFm4YQZ42fzYx+6GQ04LriaRCaDkPiNBUJ8R6f2FDxT98i81FLieX9CHpDPlsCORZlJVbu3JYH1Jut8r6/hsT6TVd2Q82PIirHpf4diXXoPqqcHUIzIODPX7WwflyajY09mD7u20gzUdK3XLbd8ZFYDorjUng3Vs7a4h7bhs70xTEw3RUBUuurhWKsQT18FTt+Wv5xwLn/p5cPWITDAKI1J2I9W1dCg7a0rV3YekM+XQ0pGiM+3QmXaY2RDD9+nX7r13Dd0t4S3LoM4LY5kG6ezw2s1LQJwMfL3PzMfH/wPe/ZFg6hGZoNQyUMpqOIfVuZ5fdAHpYDtr+j5noNcYSGsyg2/AzPoYPrB5Z7Lg0L1iNURtm+poiO2dGTbsSPBmS4LtiTRZZ8zf+RSAd57rH0S+8qaCiEgANDMiZVXqYXWDzaL03jUTC9OzpiPr+GxJdPU8pyYSoiOdHfJMTN8a50wx6Uq7TK/r/7zCGiwilkk669JlGNTGw8RDFtsTaWJhNVkb0x77KvxhZf76XYvhkz8Jrh6RCU5hRMpqoABRbNvt7m7DFNs1M7kqkpuN6LUIdVNrV8Ei1N3dyulbY8bJvVbE7h9g+tYQj9jMnVJLVcwkatv4+MM+GVhGQTYFNxQeZ8EZP4H9FwdTj4gACiNSZqVsux3KLErfs2b6Pidsm6SyHiHb2LVY1qOtK8vkKofqaPFTo0vdGty7ht6nBvv4g4YtCdiGZ+DuDxSOXfY2xOoDKUdE8hRGpOyGeljdUGdRCnfN9J/ViIZyt262p9P8bXMrvgcdqQwHzahnUnXxrr+lHqjXu4bh9DiRUfbzS+FP9+Sv3/2R3EJVERkTFEZkVAxl2+1QZij6bhHu+5xoyOKAxjp2dqV58Z1WXA/2mhQnmXV5pbmN+dHJhO3isxbDPY23HCcDywjJJODGmYVjZz4Ec08Iph4RKUphRMaUvl/sAGnHxTbNngPw+i5MLRYGTBNqoyHq42HiYZtIyKU9mSXtuAOGkT0x3CAjZfTWU3DvyYVjV2yESE0w9YjIgBRGZMwp1uDMMgzSrodlGj0LVTfu7GLvyVWEbbNfGIiHbWqiNh2pLJZp0NqVIT7AolQZhx76LPz5R/nrw06Hj64Krh4RGZTCiIxJfXfWtHZl2NmZYdakOF1pl51daZIZD8PwmVVf1W8Lbtg2OaCxjlea22hPZomHc7dvyjErImNIugOWzy4cO/vnsM+xwdQjIkOiMCJjUt9dMjXREJtbk7zW3ElnNkM64zOrPobrMeDW3UnVYeZHJ5N2XCK2pSAy3r3+K/jPjxaOfXUThKuCqUdEhkxhRMakojtrTJO04+E4uZkPe9ctm6zjDdjXI2ybCiETwYOfgr89lL+e/yk45VtBVSMiJVIYkTGp7y4Z0zCYWhMjFjFpbk/mWq4b0JlyqIrY6usxUWVT8OjSwiDyr7+AvRYEV5OIlExhRMasgZqLTa2O8k5rEtf1iYYs9fWYqLa/Dg+eDVtezI9duQVCseBqEpFhURiRMa1YczHH9dirIU59VZiaaEhBZCJ68afwP5dAphPik+Gjd8K7FgVdlYgMk8KIVAw1FxMyXfDYZfDcru6pex8DH/se1M4c/HkiMqYpjEhFUXOxCWzbK7mFqltfAgx4/5fhuMvA0j9jIpVO/yuWMaNvq3eRHi/8CB79ImS7oGoa/POdMPf4oKsSkRGiMCKBcj2ftOOSzLh0JLO4vl/Q6n2k3kMhp0JlEvDol/LdVPd5P/zz96CmMdi6RGREKYxIYJIZl/U7EjS3JtnamaY+FmKfqdVkXW/ARmbDeY9i59mMFAWdMmp+KXdbpuUVMEz4f1fAsV8E3aYTGXcURiQQruezuS3J1vYUrgE+0J522JnIMK0uOmgjs2KvVSwQ9G0p3x1MRiLkQPmDzoTl+/D8f8LqL4OTgurpuUWqaukuMm4pjEggHM8jnXWxLYMqO0Q669GRzNCVcelIZamOhIbUyKxvIJhcFSFkG9im2a+lfCwMqYw75JAzmHIHnQkr3QE/Xwov/iR3PfeE3Lbd6qnB1iUiZaUwIqPO9XxcL7c2xHF9XN8hbBsYhgG+T1XIHlIjs4zjsXFnF57vUx212dmZYVNrF5OrIkRCFpOrIv1bylvmiHRrLWfQmbC2vJi7LbP9NTAsOOEqOOYLoO66IuOewoiMqt4zGb7vUxsL0ZHMEjJN3jOzjpn1caqjub+WaccdcC1GMuPyTmuCjTuTVEUtQpZJV9YlmfUI2SZZ12N7Is3kqgjbE2lSu4LISHVrLXp2zggFnQnH9+FP98BjV4CbhtpZ8LG7Ye+FQVcmIqNEYURGTbFbG3XREPtOrcYyDSK2hWUau12L0f06rgdVEZuOZJas00Uy7VJbFSJiW/j4uQBiG2VplNb37JyRDDoTSqot10m1+2yZdy2Gj66C+KRg6xKRUaUwIqNmoFsbYdskYufCxlDWYnS/TnXUJrrreR2pLOGQSTxk4+OTzLjYhpG7HWTS8/ojSR1h99Cm5+HBc2Dnm2DasOha+IcLdVtGZAJSGJFR0/vWRtj26UhlqQoVnrg7lLUYhbdILOpiISZVhZhaHaM1mSGVcfE8nzQ+m1uTZd3poo6ww+D78Myd8IurwM1A3V5w2j3QdGTQlYlIQBRGZNR039rYsCPB2y0JDMCuNck4Xk9QGMpajL63SLpP7o2FLaqjNmnHZUtbCs/3iWqny9iS3An/fRGs+3nu+sAPwUduh1hDsHWJSKAURmRUhe1c2JhcHaE6apNxChucDXUtxkC3SLpfw/d97XQZazb+CX56DrSuBzMEJ34dFnwaDAVEkYlOYURGlePldtHUxUM9IaJvUBjqWoyBbpFop8sY4/uwdiU8sQw8BxrmwGnfh1mHB12ZiIwRCiMyKrq7pBoYQwoKe7IWY093uqjF+wjq2gEPfxZefSx3/e6PwIe/A9G6YOsSkTFFYUTKru9W3ZpIiI50tqxbYoe700Ut3kfQ+v+Dn/4rtG8EKwL/dCMcca5uy4hIPwojUlbFtup2pLPMqIvh44/I7MNAMxmlzq6oxfsI8Tx4+luw5nrwXZg0F/7lXphxaNCVicgYpTAiZTXQVl0ff0R6fwylQdpQZ0fU4n0EJFrgoU/Da0/krg8+DU5ZAZGaQMsSkbFNYUTKaqQWkxYLFbubySg1qGjh6x566/fwX+dCx2awo/DBm+Hws3RbRkR2S2FEymok2qYPFCoGm8kAc1hBRS3eh8Fz4Xe3wZM3gu/BlP1zt2Ua3xN0ZSJSIRRGpOzCtsnUmghAz/kzQzXY7MdgMxnDDSpq8V6izq3wX+fBm7/JXR92Opx0C0Sqg61LRCqKwoiU1Z7uThksVETswWYyhhdULNNSi/eheuNJ+K/zIbEVQvFcCHnvJ4OuSkQqkMKIlM1I7E7Z3TqOwTqxDieoyBB4LvzmG/CbmwEfph6Uuy0z7cCgKxORCqUwImUzErtThrLmZKCZjOEFFRlU+2b42fnw1u9y1+89M7dQNRwPti4RqWgKI1I2I7U7ZU/WcZQaVGQQrz0BP/s0dLVAqCq3ZffQjwddlYiMAwojUjbDmYEYyQZmxV6n77jWhgyB68Cvb4CnbstdNx6Suy0zZb9AyxKR8UNhRMqqlBmIkWrFPtDrqNX7MLS9k+sdsn5t7vqIf4XFN0IoFmxdIjKuaMWelJ1lGrvd0tt7sWs0bJF1PbZ2pHA9v6T3Guh1Mo43Iq8/obz6OKx6Xy6IhGtyJ+1+6N8URERkxGlmRMaEkWrFPtDrpB1Xrd6Hys3Cmuvg6e/krmcclrstM2nfQMsSkfFLYUTGhD1d7Nq9FsTAKPo6EdvSdt6haF2fO2l34x9z10d9Gk68HuxIsHWJyLimMCJjwp5st+27FqQmEqIjnS14nbBtajvv7rz8c/jvz0GqDSJ18JHb4d0fDroqEZkAFEYkcN2zGmHbLHm7bbHGah3pLDPqYvj4Ba+j7bwDcDLwy2vg/+7IXc+aD6fdAw1zAi1LRCYOhREJ1Ei1iw/bJp6XOwcn63j4+ETs/q+j7bx97HgTfnoObHo+d73wIvjHZWCHg61LRCYUhREJTPesRirrErINUtnhtYt3PJ9NLQlsy8BxfabVRrUWZCj+9jA8cjGk2yFaDx9dBQd8MOiqRGQCUhiRwDieRyLl0pbK4LoelmVSFw332+EyUAOzbgbgA76f+79182U3Um3w2BXwwn2566YF8LG7ob4p2LpEZMJSGJHAGBhs7UiypT1FPGzRlXGZXuuyX2P++Pnd3cZJOy6eD02T8rMpWcfTlt2B/P2XcN9p+etjvgAnXAVWKLCSREQURiQwjufheh4h28QyTUK2j+vlgkQYc7en/iYzLlvaUrR0pPCAWfUxfNCW3YH8+Ax45dH89Ydvh8PPDK4eEZFdFEYkUGHbYlq1RTRskcq4BT8brBEamGztSOH5PjMaYmzamWRTa5Kmhri27PbVtQNu3qdw7Lxfwez5wdQjItKHwogEJmJbNNZG2dKe2rUDBqbvWnyadlwMDAzDoK0rS3XUJuN4PbMefYPK3lNMEimHaXU6b6bAyz+HBz5ZOHbVVjUxE5ExZVhz2StXrmTOnDlEo1EWLFjAM888M6Tn3X///RiGwamnnjqct5VxxjINmiZVsVdDnElVEfZqiNMQj/D29gRvtyR4q6WTzlSW7Z1p1rckcD2/Z9ajd8dWx/PIOB7xiF10O++E9R8fKQwix1wC17YpiIjImFPyzMgDDzzA0qVLWbVqFQsWLGDFihUsXryYV155hWnTpg34vLfeeosvfelLHHvssXtUsIwvsbBF0+QqHM8jlfF4aXMryaxHLGzSmXKI2hazJ8XpyjhELJOwnc/P9bEw2xNpdVTtK9EC35xbOPbp3+bOmBERGYNKnhm57bbbOP/88znnnHN497vfzapVq4jH49xzzz0DPsd1XT75yU9y3XXXse++OmxronI9n7Tj9jspt3umY1tnkmTGpS4WwnF8OlMOppHrJVIfD+P6uS2+yYzLxp1dtHSmMIHJ1RFmN8R1ewbgrz8rDCKGBVe3KIiIyJhWUhjJZDI8++yzLFq0KP8CpsmiRYtYu3btgM/72te+xrRp0zj33HOH9D7pdJr29vaCP1LZugPExh1dbNzZRbLIYlXPh+poiKzrEQ1ZZByP9K5uqsmMi22Zu7YD53bYRMMWju/TlswG9FuNIb4Pd5+Y66ba7bjLYdkObdsVkTGvpNs0LS0tuK5LY2NjwXhjYyPr1q0r+pynnnqKu+++mxdeeGHI77N8+XKuu+66UkqTMWx3W3QhN/sRsS3iIY+urEtHKsv02ihTa6Nkdy1cnVYTxccfcIfNhO0r0rEFbj2gcOyza6Hx3cHUIyJSorLupuno6ODMM8/krrvuYsqUKUN+3hVXXMHSpUt7rtvb22lqUnfISjXYFt3uANF9ai9AOGQyqSrE9NrcrZfe3Vddz+9ZuBoL52ZcJnRfkT/fDw99On8droHL3gJLG+VEpHKU9C/WlClTsCyL5ubmgvHm5mamT5/e7/Gvv/46b731FqecckrPmOd5uTe2bV555RXmzp3b73mRSIRIRCv+x4veO18GChCu52OaFD1tt/eMR3do2dqRmtgLV30f/v39sOUv+bF/XAbHLh34OSIiY1RJYSQcDjN//nzWrFnTsz3X8zzWrFnDRRdd1O/xBx54IC+++GLB2FVXXUVHRwff+ta3NNsxQfQNEKZhUB/LnwpbrOW7ZQ8cLmJhi9kN8UHPqxnX2t6Bf+tzC+aiP8GUdwVTj4jIHip5Lnfp0qWcffbZHHHEERx11FGsWLGCRCLBOefkFs6dddZZzJo1i+XLlxONRjn44IMLnl9fXw/Qb1zGt+4A0ZHK0prI0NKZojVpMrkqwvZEumA9SXNbkml1USK2NWDQsExjYq4RefYH8D+fz19XN8LSl2EifhYiMm6UHEaWLFnCtm3buOaaa9iyZQvz5s3jscce61nUun79esyJev9edqstmcXx/Z7gsaW9C8+DqqiNbZoYuGzY2UUy6xKP2P0OxpuwfB9uPxK2/z0/tvhGWHhhcDWJiIwQw/d9f/cPC1Z7ezt1dXW0tbVRW1sbdDkyTGnHZeOOLqK7FrI6nkci7exq+w5h2+StlgQGsPeUqp7277133UxIO9+Gbx1aOPb552GSevaIyNg21O9vTWHIqOnbwj2ZcYnYFjPqYoQsk660iwnMbIgRsa3cThrX23Uw3gT1zF2FQaR+b7hmp4KIiIwr2v8no2agnTCxcC54pB2XsG3i9eq0OmG37XoerDgY2t/Jj518Kxx5XnA1iYiUicKIjKqBdsJYpkE8bDOjLqZtu9tfh+8cXjj2hRehfq9g6hERKTOFERl1g+2EmfDbdp/+Dvziqvz11IPgc2vBmGCfg4hMKAojUlau55ccLCbktl3PhW/uB8kd+bEP3w6HnxlcTSIio0RhRMqmu2dIyvGI2iaNdbE92qY7nGBTEba9AiuPKhxb+jLUzgymHhGRUaYwImXhej4bdiTY0p7CNg0czyfjesydVjOsIFGsS+u46D/y22/Cr76ev555OJz/K92WEZEJRWFEyiLtuDS3pzCAkG3iZnLXsyfFiYcH/mtXbPZjKKf+VhzXgZuaINuVH/vnu+DQjwdXk4hIQBRGpGwyjkdbOkM4ZZNxHeoi4UEfP9DsR/epv2HbxPNyzdGyjldw6m9F2fJXWHVM4diX/g7V04KpR0QkYBOwgYOMBts0MQzoSrk4rksm62NZDNgzpPfsRzRskXU9tnakcD1/V7dWn7dbEmzcmeDtlgTOrvGK86uvFwaRvd8Hy1oVRERkQtPMiJRFMuPi+xALWXiez4zaKFOrY/gUP32ge/YjtqtVfCwMqV2dWnNn1oBP7ogWH6i4mzNOBr4+tXDsX34A7zk1kHJERMYShREZca7nsz2RJmybTKuN9rRzj4cH7qbau1V8LExB99Xc7RiDOVOqeh5fUbdpNr0Adx5XOPblN6BqciDliIiMNRU4zy1jneN5+L7PzIYYVRGbaMjCMg1qYiEcz8P1+s+OdLeKD1kmiZSD78PkqgiWafQElYyTCyUZJ7emxDZNXM8n7bhFX3NM+MVVhUFkv0VwbZuCiIhIL5oZkRHXHR6yrseUmgidKQcDaEtmae3KDLg1Nxa2mFwVYUt7F56fm12xTINY2Cp6pk3G8djcliSddYmEcgfujZntvtkU3NBYOPaJH8OBJwVTj4jIGKYwIiOu94F4WccjHrJIux6e7w+6Nbf79g4YVEUKHxcL58JG2smd9GuZBq9t7WBrewrbMnA6fbKux37D7GMyojb+Cb73j4Vjl70FsYZAyhERGesURqQsep8x43o+m1uTRIssTu295mOwRawZh4JtvzWRENvaUximQTwcoiOdZVt7iqbd9DEpu0e/BH+8K3994IfgE/cFV4+ISAVQGJGy6T5jxvX8ARen9jbQIlYDg81tXaSyLtVRm4yT2/breT6WaeDjYwBeML9mTqYLbpxROPbJ/4J3LQqmHhGRCqIFrFJ2vRen9l7z0fd2ykCP68o4bNrZRVsyQ0tHGsMA04BJNRFcz6cr7eB6Po21USJ2AGtG3n66fxC5fIOCiIjIEGlmREZF7zUftmlimrk1In0DSe/bO90zJ81tSTzA8CGRdmjtytI0Kc6cydVUh1MFB/GN+nqR/74Qnv9h/vqQj8PH7hr48SIi0o/CiIyK7sWoiZRLWypNbTREdTRUdFdN9+0dyJ1x4/o+s+pjNLen2N6ZJuN4TKvJbfttmlwVzEm+6U5YPqtw7KxHYN/jij9eREQGpDAiZdfd6j2VdenMZOnKuFiWgedDIp1lnyk1A27J7V5Hksq6uWsr10gtZJs9O21G/dbMG0/Cf3ykcOyKdyBSPbp1iIiMEwojMmKKnbgL+V0yIdvA931qoiG2t6dIZLpIZT02t6Y5dHY9U2sj/V6zex3JG9s62biji5Cdu3VjmwaOG0AX1p+eC3/9af768LPgw98ZvfcXERmHFEZkRAx04q7r+biej2EYZB2PjOPx9vYEm1tT+PjUx0O8vd2jLZnmHw+aQV081O+1w7ZJ2DaZUhPBtkx84J3WJHs1xEfvsLxUG9y0V+HYOY/B3gtH5/1FRMYx7aaRPTbQibudKYeNO7vY3JrEcXP9RrKOD/jYloHrebQlXTB83mlN8kZLe9G27o7nYRqw95QqqiM2ppH7i1tfFR6ddSJ//2X/IHLlFgUREZERojAie6x/szKLdNZlS3tXT0AxTQPbMGisi7Jgn6nMqo/jeLlgksy42KbBjo4Macft9/rd60Z8H6bURKiLhZnZEKcm2n8WZcT9+Ay477T89VEX5M6WCcXK/94iIhOEbtPIHivWrMwwDDzfpyqS76aaSDlEQgau57PX5Dh/b24nkcoSsgzqomF2JrMkM26/Dqp928tXReyifUpGVHInfGNO4dh5a2D2EeV7TxGRCUphRPZY77DQ3axsclWE7Yl0QUCJhCziIZvXtrXTkXSY3RAnmXWoi4eJhCxqIzYdySz18f63X/r2HylrEFn3KNx/RuHYVVvB7r/AVkRE9pzCiIyIYmHBMo2iASUetvHwaciGSLa6NMTDTKmOUBsLkcy6pJ3+syNQ2H+kbP7zo/D6r/LXR38eTry+vO8pIjLBKYxIyQbawts3LPQNKI7n0ZV2SKQdwGRaXYy2LgfPh6qoTXN7Kve8kEVjXWzA3iNlkWiBb84tHLvgNzBz3ujVICIyQSmMSEkG2sI7kN4BJZnx2daZYsOOFFXhXDgJhww6U1nWtySJRUxm1cdwfL+nodmo7Jb520Pw4Kd6DRi7bsuEy//eIiKiMCJD13sLbyxs9QSToYQG1/PZnkhTFw2zI5Jlw/YE0ZDFPlOq6N7M2zQpTjxs43geqYxb/oZmvg/f/yCsX5sfe/9X4IQry/eeIiLSj8KIDFn/LbwMOTR0P3dKbYRIyMRxPDx8qmMhJlWF2dqWoiOVBSDjeERDVnkbmnU0w637F4599mlofE/53lNERIpSGJEhK7aFN2SZQwoNvZ8bj9hMqYng+T6NtVFcz6cmFqIz6bC9M0M0ZHJAY13BbMtA61SG5c8PwEMX5K/D1XDZ22Dpfw4iIkHQv74yZMW28Bbr91EsOPTtFTKzPoYPeJ6PaRjEQhbRkEXINkhlPHZ0paiO2oRts+R1KgPyfbjzONj85/zYCVfD+7+0B5+KiIjsKYURKcnu+n0MFhz6Phdyt29cz2fjzi5ClgGeQWfaIdHu4PsGM+pibE+kh7VOpUD7JrjtoMKxC/8IU/cv/ngRERk1CiNSsoH6fbiez+a2JKmsS3XUJuN4/YJD3+dapkVnymF7Z5pEyqEr62IbBlPqcrdxNrcl8fGpitglr1Pp8dx/wCMX56+rpsIXX4HRPO1XREQGpDAiI6YjlWXTzi4syyCVdamLh3Bcb9Dg0L3LpiYawvehuSNDbdRmSlWUSMgkkXIwTYa1TgXfh5VHQcur+bETb4CjLxqh31hEREaCwoiMCNfzaU1k8ADDh66sS2Knw6yG+KDBoXuXTUNVmLpYGN/wSaZyJ/l2t5Dv7tw62DqVflrXw4pDCscufg4mzy3+eBERCYzCiIwIx/NwfZ9Z9TFak1nSWRcXmFwVGTQ4FO7QsaiLhjHJ4rg+EdvqWXMSC1tD303zzF2wutei1Lq94JI/Qzm3CouIyLApjMiIsE0TwzBIpB2qIzYhy6A2EqI6Ovhfsb47dGqiIeZMriZkG/124+x2jYjnwbcOhbYN+bGTboGjzt/TX09ERMpIYURGRMbx6Ew5vLq1Hcf1mVIdYsbsoe14GWiXTUm2vw7fObxw7AsvQv1epb2OiIiMOoUR2WOu59PclqQ1maE+GmZ7Is229gyvNrcRthuIhs3d3l7pnvkYVk+Rp2+HX/Rq4T71QPjcH8AYhXNtRERkjymMyB5zPI+U4+H7PinHJRaywIAdiQx/3riD6bUxIiFrt8Gi5LNvPBdu2R+6WvJjH/4OHH5WGX5LEREpF4UR2WO2aYIPm9uSbG/PEAnb1EQtorZFxvEJ2SZZt3/Pkb5KOvtm26uw8sjCsUtfgrpZZfotRUSkXLS9QEaEYcKkWJRw2KQrm8XHx7YMauM2ETu3GyaddenKOLie3/M81/NJOy6u5xfsrHE8j2TGxS7WU+S3txQGkZnvhWWtCiIiIhVKMyMybN1n0OSChMGBs2qYNSnGltYkWd8jHraIh2x8fHYmMrlTeQ16tuwC/daHDHr2jevATU2Q7coX8dE74bAlAfz2IiIyUhRGZFh6LzQ1DAPX80l2ZenKuviGT1XI4l3T6ki7LomUQ1tXlnjYJhrKrQV5e3uCkGXgQ7/1IUXPvmn+G9xxdGERX3wVahpH/XcXEZGRpTAiJeu90DRsm7kZDx/aklnSrkdtPEQ8ZJN2XWbUxWjtyrClNUky67Bxh4Pn+bkzaCyDvSdV9VsfErGtwjUiv74RfvON/PVeR8M5q7VbRkRknFAYkZJ1LzQ1gG0dadJZl5TjUhcNMbMhRsS28PFzB99lHNqSWQzTwPF8WjrTpB2POQ1x0q7HO61J5kwxyThe/zNnnAx8fRqQX2PCv9wL7/noKP/GIiJSTgojUjLbNLEMg/U7u7DM3K0Wk9zheBknN1vSvUYk6/rsTKSZVB2mM+Xg+T4x22Ryba5N/OadSbrSuVbwBetDNr0Adx5X+MZffh2qpoz2rysiImWmMCIls0yD+qowG3d2Ye5akFpXFyWd8TENg0TKob0rSzRsEY9YbE/Ajs4MM+pjJNIuhgHRkEXG8ZhRF2NyTYR42CZs75oV+cXV8PS382849wQ486FgflkRESk7hREZlppoiJkNcVJZl+qoTcbxqIpazKiL0daVZVNrErK5xmdTdp26m3U8ZjXEMICs4+F5Pj6wvTNNm5VlWswgdvOMwjf6xI/gwJOD+BVFRGSUKIzIsFimwYy6WG4h6671Ht23WVqTGbKuh+f7uJ5PIu0wqz7GjPrcehKAtOOypS2F5/tEwxbehj8S+68PF77JV96E+KQAfjsRERlNCiMybH0PuLNMg9auDOu3J9jZlaEz7VIVNZkSjzK5OncrpptlGvi+Tyxs0fDklcRfuCf/wgd+CD5xXwC/kYiIBEFhRPZI9wF3kNvyu70zzY6uND5QHw/RlXYIW0ZBEIHcItiQl2LWiv0Kxt3TH8Q64MTRKl9ERMYAhREZMY7nkcp61MciPbdpjKhNbSyC33t7LmBt+AN7ff+fCsaSS98iVtswmiWLiMgYMKyzaVauXMmcOXOIRqMsWLCAZ555ZsDH3nXXXRx77LE0NDTQ0NDAokWLBn28VK6s49PWlWF7Ik1XxsG2oCEWpiZmF/YPeeRi6BVE2vf7CNu/tJVwdf3oFy0iIoErOYw88MADLF26lGXLlvHcc89x2GGHsXjxYrZu3Vr08U8++SSnn346v/71r1m7di1NTU2ceOKJvPPOO3tcvIwdruezPZGmNh5idn0st3A15TKtNsqMuhgAXZ2tcG0dPPcfPc/b9OH7eeGoW3h5Uxtvb0+QzLgB/QYiIhIUw/d9f/cPy1uwYAFHHnkkt99+OwCe59HU1MTFF1/M5Zdfvtvnu65LQ0MDt99+O2edddaQ3rO9vZ26ujra2tqora0tpVwZJWnHZeOOLqJhCwODroxDOuuxz9QqDAxaXvwFTf/ziYLnbPjM39matulKO7i+z+SqCLWxELMb4vnmZyIiUrGG+v1d0sxIJpPh2WefZdGiRfkXME0WLVrE2rVrh/QaXV1dZLNZJk0aeMtmOp2mvb294I+MbbZpYlsmyYzbsz6kOpq7PeP89LyCILJ539N4+pOv0eqE6ehy2NaZpj2ZJZF2SKRy59OIiMjEUdIC1paWFlzXpbGx8KTUxsZG1q1bN6TXuOyyy5g5c2ZBoOlr+fLlXHfddaWUJgGzTINpNVG2dqRIZdxc35FwhvDXZxLu9bi/n/wTtjUcTjxsY5sGLV0pHNdn+qQ4iYyDj49BdWC/h4iIjL5R3U1z0003cf/99/Pkk08SjUYHfNwVV1zB0qVLe67b29tpamoajRJlDxT0HXnjV1g/Oq3g509/4kV8O7eepD4WYnJNhLSTO2TPMExqbIOqkN1v542IiIxvJYWRKVOmYFkWzc3NBePNzc1Mnz590Ofecsst3HTTTTzxxBMceuihgz42EokQiURKKU3GCMs0sH5yFqz7ec+YM/98Xj/yGrz2FL7nM702SmNdjLBt0lAVIZV1Cdu5k3ujIatw542IiIx7JYWRcDjM/PnzWbNmDaeeeiqQW8C6Zs0aLrroogGfd/PNN3PDDTfw+OOPc8QRR+xRwTKGJXfCN+YUjp23Bnv2Eezn+TRNigO5g/W6F6h239px3FwQKTi5V0REJoSSb9MsXbqUs88+myOOOIKjjjqKFStWkEgkOOeccwA466yzmDVrFsuXLwfgG9/4Btdccw0/+tGPmDNnDlu2bAGgurqa6mqtDRg31q2G+08vHLuyGUK523GW2b8LKxRvKS8iIhNLyWFkyZIlbNu2jWuuuYYtW7Ywb948HnvssZ5FrevXr8fsNc1+xx13kMlkOO20wvUDy5Yt49prr92z6mVs+OHH4LUn8tdHXwwnfn3IT+/dUl5ERCaekvuMBEF9RsaoxHb45r6FYxf8BmbOC6QcEREZW4b6/a2zaWRQrucXv4Xyt4fhwbMLH3zVNrDDiIiIlEJhRAaUzLg9i0tty2RaTZRYyIR7T4a3f59/4Pu/DCdcFVyhIiJS0RRGpCjX89nakSLresTCFsmMS0vzBpruPqzwgZ99GhrfM+jraHGqiIgMRmFEinI8D2dXELFNk0lv/BeTHuu1fTsUh8s3gDXwX6GiMythLVQVEZFCCiNSVM9ZM2mHvX72IcLNf+75mXf8VWSPWYptmAwULYrNrGztSOkQPBER6UdhRIqyTINp7CB2x8EF46kL1tIc2RtnR9egsx2O55F2XGzLwMAgFrZIZXKH4Gkbr4iI9KYwIsU995/EHsnflvHjk/GWvkpzW7rfbMeMuhg+fsG6kKzjs70zTTLjUh0NEQ9Z1MRCavUuIiL9KIxIId+H7/4DbOt1CvMHrsc45vM4jluwjiQWhraEw9tOAtOgZ6YkbJtsT6SpiYawLIPOlIPrecyZUq1bNCIi0o/CiOS1rocVhxSOXfwcTJ4L9FpHknFzQaQrS0tnmik1EerioZ6Zkqk1ERzXo6EqzCRyJ/NmHY+QrSAiIiL9ac5ccv74vcIgUtcE1+zsCSKwax1JTZSQZdKWcNjemaIz7dDalSGdzc2YOK4H0BNafHxczyei03hFRGQAmhmZ6DwPvn1Yblak20m3wFHnF314LGwxoy7G206C6nCYnV0J3mhJsD2RZq9JVdTHw0Rsq+c03lTGJbTr9o1u0YiISDEKIxPZjjfg2+8tHLvkL9Cw96BP83f9n6zvURcNYZkmrYkMbbEMc6fWYJmGTuMVEZEhUxiZqNauhMe/mr+esj9c+AwYuw8NtmliGtCZylIXD2PbFvVxm0lVkYJ1ITqNV0REhkJhZKLxXLj1AEhsy4+d8m2Yf/bAz6F/W/fptXG2daRpS2apjlrEQ2HiYVvrQkREpGQKIxNJy9/h9iMKxy59CepmDfq0vm3dJ++aAXn3jHq2dqTw/dwC1YHWheh8GhERGYzCyETxu1thzdfy1zMOgwt+s9vbMn3buu/szLCptYv6eJiQZTCtJkY0bPbMiKQdtyB06HwaERHZHYWR8c514Bt7Q6YzP/bRf4fDPjGkp/c+MM/AoCvr0taVxfMhnXXZ1pHmkFkNeKbXL3SEbVPn04iIyG4pjIxnzS/BHQsLx774KtQ0Dvklejc6M01oT2bIuj4GUBcP05bMsnFnF1HbxPH9gtDR3fysd8dWnU8jIiJ9abXhePXr5YVBZK+FsKy1pCAChY3O0lkP0wDTgEjIIpX1iNgGaccl5fQOHf2bnzmeRzLjYlumFrmKiEgBzYyMN24Wvj4NfC8/dtr34eB/HvZLxsIWk6siZF2XSVUx3kp18M6OLgzDwLYMPNenLhah03CojtokdzU6U/MzEREZCoWR8WTzX+Dfjy0c+/LrUDVlj17W9Xy2J9KAwdTaML5fzevb2qmNholFTNJZn62dKeKh3IxIdTTE5KoIjucRtk01PxMRkUEpjIwXv1wGv1+Rv973eDjr4RF56d6LWG3TpCZmUx0JMaM+RspxMQwPE6iJhoiETOpjYbYn0tpBIyIiQ6IwUumcdO62TG9L7oODPjRib9F7EauByzs7uuhMOzS3JbEsk7BtEglZ1MVDpLK5xauGgXbQiIjIkGglYSXb+Gz/IPKVN0c0iEB+EattGGxqTWKaBgfNqMW2THZ0psk4HvWxEBknt8DV37WrpvdiVsfzdv9GIiIyIWlmpFL972Xwf6vy1wecDKf/qGxvFwtbTKuLksy6VEVtIrZFTSxEfTzccwsmtKs76/ZEmmTGJRamZzGrdtCIiMhAFEYqTTYJN0wvHDvjQdj/xLK/dcS2iEdsMo6HZRpkHI+GqjAz6mL4+D0LVC3T0A4aEREZMoWRSrL+D3DP4sKxy9dDtG5U3r77dk3foBG2C2c9YmFLO2hERGTIFEYqxf9cAs/em78++GNw2j2jXsZQg0ZuhkQ7aEREZPcURsa6TAJunFk4dubDMPf4QMoBBQ0RERlZCiNj2Zu/hR+cUjh2xTsQqQ6mHhERkTJQGBmrfnYB/OWB/PW8/w9OXRlcPSIiImWiMDLWpNrhpqbCsU+thjnHBFOPiIhImSmMjCWvPQE//Fjh2Fc3QzgeTD0iIiKjQGFkrHjgTHj5kfz1kefBybcGV88urudri66IiJSVwkjQkjvhG3MKx859ApqODKSc3rrPldGBdyIiUk7q0R2kV/63fxC5snlMBBHX89nakSLrekTDFlnXY2tHCtfzgy5NRETGGc2MBOW+f4G//yJ/vfAiWHxDcPX04Xgejuv1OvAOUhkXx/MG7DGiWzoiIjIcCiOjLbEdvrlv4dgFT8LM9wZSzkBs08S2zCEfeKdbOiIiMly6TTOaXvrv/kHkqm1jLohA/hyakGUWnEMDkHbcgts1uqUjIiJ7QjMjo+XeD8Fbv8tfH/sl+Merg6tnCGJhixl1MdKOS8S2cD2fjTu7+s1+pB2XZMYlHhn6LR0REZFuCiPl1rkVbnlX4dhnfg/TDw6mnhL0vvViGQZp18MyDWJhq+dnk6sibO1I0dKRwuuAWfUxfBj0lo6IiEhv+rYop788WBhE7Bhc3VIRQaTvrZdE1mFbe4qwbe6a/cjNiGxuS+L5PjMaYhjAptYktpG7xaNFrCIiMhSaGSkH34e7ToBNz+XHjr8KjvtycDWVqO9umppoiB2dGTpTDlbcIJlx8X2fjONRGw8RsS32nmKSSDlMq9PiVRERGTqFkZHWvgluO6hw7MJnYOoBwdQzTH1302Qcj8baKPauBa2u5+N7Bju70uzsyjCzIYbvQzxiE7EVREREZOh0m2YkPf/DwiASa4BrdlRcEIHiu2maJlWx9+QqZtTHiFgmtm0wc9cakc07k5i6PSMiIsOgmZGR4Ptwx9Gw9aX82Aeuh2M+H1xNIyAWtpjdEO/XyMwyDVzf77mFM2eKSVfaZbpuz4iIyDAojOyp1g2wos+C1Iufg8lzg6lnGAbrnGqZRr/tucVu4cTClm7PiIjIsCiM7Ik/3g2PLs1f186CL/wVxviW1t7hI+N4JXdO7b6Fs7UjVdAQTbdnRERkOBRGhsPz4DvvhZ1v5cc+eDMs+HRgJQ1V794hhmHguB5mn94hsxviuw0WA93CERERKZXCSKl2vAnfnlc4dsmfoWFOENWUpHfvkFjYYkdnhm0dKfaZWj2szqnFbuGIiIiUSmGkFGu/C49fkb+e/C646I9gjP1ZAdfz6co4pLMuVVEbx/XpzGTZ2pYm6/jsM60K0zDUOVVEREadwshQeC7ceiAktubHTvkWzP9UYCUNpNhi1O7bL2nHZXsiTTLrknZddnZmsEOwvStNx4YsB02vY8qkSMC/gYiITDQKI7vT8ne4/YjCsUv/BnWzg6lnEL3Xg3QvRg3bZs+tmaqITSbrsaMrTSrj4Xg+U6uixCM2ze1JtnUmMS3Y1pFmRl2M6qj+eoiISPlpPn4wv7utMIhMPwSWtY7JINL3LJms6/XMhvRu695QHWZSVYRJ1WGitkl1LETG9fGBRNplRyLNhp1dvPjOTjpTTtC/loiITAD6T99iXAdu3gfS7fmxU1fBvNODq2k30o5LZ8ohEjIxyO2OSWVcgIKeIC0dadqTGaKhEO2pLFkPGuIhTMPA8wBM6mImbV0ZtrR3sU+4RjtlRESkrBRG+mp+Ce5YWDj2xVegZnow9QxBMuPyVkuCdZvbyHo+s+tj1MfD1MRyB9hNq4myuS1Jc2uat7Z3YJsWGFlMwyCZyTK9JkZN1KMr7RINmWRdj+poCM9nyDtrREREhmtYt2lWrlzJnDlziEajLFiwgGeeeWbQxz/44IMceOCBRKNRDjnkEFavXj2sYsvuyZsKg0jTgtxtmTEcRFzPZ3Nbku2daeqrw4Rtk3dak7Qns0yuyi1G7b5Vs60zRTLj4fo+GdcjEraoioSwLDhoej118RBtXRlMwyAeynVU1c4aEREpt5K/aR544AGWLl3KsmXLeO655zjssMNYvHgxW7duLfr4p59+mtNPP51zzz2X559/nlNPPZVTTz2Vv/71r3tc/Ihxs/C1yfDk8vzYx+6Gc38RyLZd1/NJO7mTcXf3c8fzSGddDAOqQjbTa6NMq4lQFw/jeB5vb0/w142tbNiZwDINQrbBto4k8ZBNR9Ih6Ths70zTlkqz39Ra9pocpz4eoiYWUldVEREZFYbv+8W/8QawYMECjjzySG6//XYAPM+jqamJiy++mMsvv7zf45csWUIikeDnP/95z9g//MM/MG/ePFatWjWk92xvb6euro62tjZqa2tLKXf3Nv8F/v3YwrEvvQbVU0f2fYao2I6Y3u3Z+/58clWEDTsSPL9+J+3JDBgGddEQh86upypi05V1aUtmcFyf9lQW2zRZv6ML2wBMmFodZVptlLpYiGjIYkZdDB9fXVVFRGSPDfX7u6SZkUwmw7PPPsuiRYvyL2CaLFq0iLVr1xZ9ztq1awseD7B48eIBHw+QTqdpb28v+FMWf1hVGET2OQ6ubQssiAy0I6Z7hqTYz1s6Ujien5vAMQ0MH3zA9SHjelRHbSK2hWEaVIVCWKbBnEnVzG6I01iTCyKNNVGqozaO6+HjE7EtBRERERk1JS1gbWlpwXVdGhsbC8YbGxtZt25d0eds2bKl6OO3bNky4PssX76c6667rpTShuexy/L/7yX3wUEfKv97DsLxvIJtuH3bsxf7eUfSwfN8mibF2dey8PFxHA/LNDAMg4zjURcPkdjpYFnQVF/F5OoIEdvindYErge2bZDcdeCd1oiIiMhoG5PfPFdccQVtbW09fzZs2FCeN/rEj2D6ofCVNwMPIgC2afZsw3U8j2TGxe4VEIr9PGqbxCM2vg9Zz8P1fDygKpy75RKyTPBhVkOcQ2c3MGdKNfXxMLGwxaz6KqIhSyfviohIoEqaGZkyZQqWZdHc3Fww3tzczPTpxXecTJ8+vaTHA0QiESKRUWhLfuDJuT9jhGUaTKuJsrUjVTQgDPRzAM/32daewgOm10ZprIsRC1vEwtaAJ+vq5F0RERkLSpoZCYfDzJ8/nzVr1vSMeZ7HmjVrWLhwYdHnLFy4sODxAL/85S8HfPxE1x0QZk+KM7shXrB4daCfx8IW+02r4fA5k5g/ZxJzp9X0PM8yjUHXgOzu5yIiIuVWctOzpUuXcvbZZ3PEEUdw1FFHsWLFChKJBOeccw4AZ511FrNmzWL58tw22UsuuYTjjjuOW2+9lZNPPpn777+fP/3pT9x5550j+5uMI5ZpDNporNjPLdMgHlYPOxERqTwlf3stWbKEbdu2cc0117BlyxbmzZvHY4891rNIdf369Zi9FkEeffTR/OhHP+Kqq67iq1/9Ku9617t4+OGHOfjgg0futxAREZGKVXKfkSCUtc+IiIiIlEVZ+oyIiIiIjDSFEREREQmUwoiIiIgESmFEREREAqUwIiIiIoFSGBEREZFAKYyIiIhIoBRGREREJFAKIyIiIhKoijjMpLtJbHt7e8CViIiIyFB1f2/vrtl7RYSRjo4OAJqamgKuRERERErV0dFBXV3dgD+viLNpPM9j06ZN1NTUYBgjd9R9e3s7TU1NbNiwQWfelJE+59Gjz3p06HMeHfqcR0c5P2ff9+no6GDmzJkFh+j2VREzI6ZpMnv27LK9fm1trf6ijwJ9zqNHn/Xo0Oc8OvQ5j45yfc6DzYh00wJWERERCZTCiIiIiARqQoeRSCTCsmXLiEQiQZcyrulzHj36rEeHPufRoc95dIyFz7kiFrCKiIjI+DWhZ0ZEREQkeAojIiIiEiiFEREREQmUwoiIiIgEatyHkZUrVzJnzhyi0SgLFizgmWeeGfTxDz74IAceeCDRaJRDDjmE1atXj1Klla2Uz/muu+7i2GOPpaGhgYaGBhYtWrTb/3+RvFL/Tne7//77MQyDU089tbwFjhOlfs6tra1ceOGFzJgxg0gkwv77769/P4ag1M95xYoVHHDAAcRiMZqamrj00ktJpVKjVG1l+u1vf8spp5zCzJkzMQyDhx9+eLfPefLJJzn88MOJRCLst99+3HvvveUt0h/H7r//fj8cDvv33HOP/7e//c0///zz/fr6er+5ubno43//+9/7lmX5N998s//SSy/5V111lR8KhfwXX3xxlCuvLKV+zmeccYa/cuVK//nnn/dffvll/1Of+pRfV1fnb9y4cZQrrzylftbd3nzzTX/WrFn+scce63/kIx8ZnWIrWKmfczqd9o844gj/pJNO8p966in/zTff9J988kn/hRdeGOXKK0upn/N9993nRyIR/7777vPffPNN//HHH/dnzJjhX3rppaNceWVZvXq1f+WVV/o/+9nPfMB/6KGHBn38G2+84cfjcX/p0qX+Sy+95H/nO9/xLcvyH3vssbLVOK7DyFFHHeVfeOGFPdeu6/ozZ870ly9fXvTxH//4x/2TTz65YGzBggX+pz/96bLWWelK/Zz7chzHr6mp8X/wgx+Uq8RxYzifteM4/tFHH+1/73vf888++2yFkSEo9XO+4447/H333dfPZDKjVeK4UOrnfOGFF/onnHBCwdjSpUv9Y445pqx1jidDCSNf+cpX/Pe85z0FY0uWLPEXL15ctrrG7W2aTCbDs88+y6JFi3rGTNNk0aJFrF27tuhz1q5dW/B4gMWLFw/4eBne59xXV1cX2WyWSZMmlavMcWG4n/XXvvY1pk2bxrnnnjsaZVa84XzOjzzyCAsXLuTCCy+ksbGRgw8+mBtvvBHXdUer7IoznM/56KOP5tlnn+25lfPGG2+wevVqTjrppFGpeaII4ruwIg7KG46WlhZc16WxsbFgvLGxkXXr1hV9zpYtW4o+fsuWLWWrs9IN53Pu67LLLmPmzJn9/vJLoeF81k899RR33303L7zwwihUOD4M53N+4403+NWvfsUnP/lJVq9ezWuvvcbnPvc5stksy5YtG42yK85wPuczzjiDlpYW3ve+9+H7Po7j8JnPfIavfvWro1HyhDHQd2F7ezvJZJJYLDbi7zluZ0akMtx0003cf//9PPTQQ0Sj0aDLGVc6Ojo488wzueuuu5gyZUrQ5Yxrnucxbdo07rzzTubPn8+SJUu48sorWbVqVdCljStPPvkkN954I9/97nd57rnn+NnPfsajjz7K9ddfH3RpsofG7czIlClTsCyL5ubmgvHm5mamT59e9DnTp08v6fEyvM+52y233MJNN93EE088waGHHlrOMseFUj/r119/nbfeeotTTjmlZ8zzPABs2+aVV15h7ty55S26Ag3n7/SMGTMIhUJYltUzdtBBB7FlyxYymQzhcLisNVei4XzOV199NWeeeSbnnXceAIcccgiJRIILLriAK6+8EtPUf1+PhIG+C2tra8syKwLjeGYkHA4zf/581qxZ0zPmeR5r1qxh4cKFRZ+zcOHCgscD/PKXvxzw8TK8zxng5ptv5vrrr+exxx7jiCOOGI1SK16pn/WBBx7Iiy++yAsvvNDz58Mf/jDHH388L7zwAk1NTaNZfsUYzt/pY445htdee60n7AG8+uqrzJgxQ0FkAMP5nLu6uvoFju4A6OuYtRETyHdh2ZbGjgH333+/H4lE/Hvvvdd/6aWX/AsuuMCvr6/3t2zZ4vu+75955pn+5Zdf3vP43//+975t2/4tt9ziv/zyy/6yZcu0tXcISv2cb7rpJj8cDvs//elP/c2bN/f86ejoCOpXqBilftZ9aTfN0JT6Oa9fv96vqanxL7roIv+VV17xf/7zn/vTpk3zv/71rwf1K1SEUj/nZcuW+TU1Nf6Pf/xj/4033vB/8Ytf+HPnzvU//vGPB/UrVISOjg7/+eef959//nkf8G+77Tb/+eef999++23f933/8ssv988888yex3dv7f3yl7/sv/zyy/7KlSu1tXdPfec73/H32msvPxwO+0cddZT/hz/8oednxx13nH/22WcXPP4nP/mJv//++/vhcNh/z3ve4z/66KOjXHFlKuVz3nvvvX2g359ly5aNfuEVqNS/070pjAxdqZ/z008/7S9YsMCPRCL+vvvu699www2+4zijXHXlKeVzzmaz/rXXXuvPnTvXj0ajflNTk/+5z33O37lz5+gXXkF+/etfF/03t/uzPfvss/3jjjuu33PmzZvnh8Nhf9999/W///3vl7VGw/c1tyUiIiLBGbdrRkRERKQyKIyIiIhIoBRGREREJFAKIyIiIhIohREREREJlMKIiIiIBEphRERERAKlMCIiIiKBUhgRERGRQCmMiIiISKAURkRERCRQCiMiIiISqP8f3hGZ0xgiQywAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels_predicted = model.predict(curves_n[-200:,:])\n",
    "print(labels_predicted.shape)\n",
    "\n",
    "for i in range(7):\n",
    "    plt.plot(labels_predicted[:,i], labels_n[-200:,i],'.', alpha =0.1)\n",
    "    plt.plot(labels_n[-200:,i],labels_n[-200:,i])\n",
    "    plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "TensorFlow2",
   "language": "python",
   "name": "python3"
  },
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